{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary - ACS234 Maths and Data Modelling "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### What you learned this semester :"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Interpolation\n",
    "    - Polynomial \n",
    "    - Lagrange \n",
    "    - Newton \n",
    "    \n",
    "    \n",
    "2. Regression\n",
    "    - Simple Linear Regression\n",
    "    - Multiple Linear Regression\n",
    "    - Polynomial Regression\n",
    "    - General Linear Regression\n",
    "    - Non Linear Regression\n",
    "    \n",
    "    \n",
    "3. Differential equations\n",
    "    - Euler’s, Mid Point, Heun’s, RK4 method\n",
    "    - High Order differential equations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Case Study : Covid 19 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import pyross\n",
    "import time \n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "from matplotlib.pyplot import cm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fatal: destination path 'COVID-19' already exists and is not an empty directory.\r\n"
     ]
    }
   ],
   "source": [
    "# Get the latest data from Johns Hopkins University\n",
    "!git clone https://github.com/CSSEGISandData/COVID-19"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "cases = pd.read_csv('COVID-19/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv')\n",
    "deaths = pd.read_csv('COVID-19/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv')\n",
    "                     "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Province/State</th>\n",
       "      <th>Country/Region</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>1/22/20</th>\n",
       "      <th>1/23/20</th>\n",
       "      <th>1/24/20</th>\n",
       "      <th>1/25/20</th>\n",
       "      <th>1/26/20</th>\n",
       "      <th>1/27/20</th>\n",
       "      <th>...</th>\n",
       "      <th>5/10/20</th>\n",
       "      <th>5/11/20</th>\n",
       "      <th>5/12/20</th>\n",
       "      <th>5/13/20</th>\n",
       "      <th>5/14/20</th>\n",
       "      <th>5/15/20</th>\n",
       "      <th>5/16/20</th>\n",
       "      <th>5/17/20</th>\n",
       "      <th>5/18/20</th>\n",
       "      <th>5/19/20</th>\n",
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       "      <th>217</th>\n",
       "      <td>Bermuda</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>32.3078</td>\n",
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       "      <td>121</td>\n",
       "      <td>122</td>\n",
       "      <td>122</td>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "      <td>125</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>Cayman Islands</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>19.3133</td>\n",
       "      <td>-81.2546</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>94</td>\n",
       "      <td>111</td>\n",
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       "      <td>Channel Islands</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>49.3723</td>\n",
       "      <td>-2.3644</td>\n",
       "      <td>0</td>\n",
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       "      <td>547</td>\n",
       "      <td>548</td>\n",
       "      <td>549</td>\n",
       "      <td>549</td>\n",
       "      <td>554</td>\n",
       "      <td>554</td>\n",
       "      <td>555</td>\n",
       "      <td>555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>Gibraltar</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>36.1408</td>\n",
       "      <td>-5.3536</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>147</td>\n",
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       "      <td>147</td>\n",
       "      <td>147</td>\n",
       "      <td>147</td>\n",
       "      <td>147</td>\n",
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       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>Isle of Man</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>54.2361</td>\n",
       "      <td>-4.5481</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>332</td>\n",
       "      <td>332</td>\n",
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       "      <td>335</td>\n",
       "      <td>335</td>\n",
       "      <td>335</td>\n",
       "      <td>335</td>\n",
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       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>Montserrat</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>16.7425</td>\n",
       "      <td>-62.1874</td>\n",
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       "      <td>11</td>\n",
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       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>55.3781</td>\n",
       "      <td>-3.4360</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>226463</td>\n",
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       "      <td>240161</td>\n",
       "      <td>243695</td>\n",
       "      <td>246406</td>\n",
       "      <td>248818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>Anguilla</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>18.2206</td>\n",
       "      <td>-63.0686</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>British Virgin Islands</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>18.4207</td>\n",
       "      <td>-64.6400</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
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       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>Turks and Caicos Islands</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>21.6940</td>\n",
       "      <td>-71.7979</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>Falkland Islands (Malvinas)</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-51.7963</td>\n",
       "      <td>-59.5236</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11 rows × 123 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Province/State  Country/Region      Lat     Long  1/22/20  \\\n",
       "217                      Bermuda  United Kingdom  32.3078 -64.7505        0   \n",
       "218               Cayman Islands  United Kingdom  19.3133 -81.2546        0   \n",
       "219              Channel Islands  United Kingdom  49.3723  -2.3644        0   \n",
       "220                    Gibraltar  United Kingdom  36.1408  -5.3536        0   \n",
       "221                  Isle of Man  United Kingdom  54.2361  -4.5481        0   \n",
       "222                   Montserrat  United Kingdom  16.7425 -62.1874        0   \n",
       "223                          NaN  United Kingdom  55.3781  -3.4360        0   \n",
       "248                     Anguilla  United Kingdom  18.2206 -63.0686        0   \n",
       "249       British Virgin Islands  United Kingdom  18.4207 -64.6400        0   \n",
       "250     Turks and Caicos Islands  United Kingdom  21.6940 -71.7979        0   \n",
       "257  Falkland Islands (Malvinas)  United Kingdom -51.7963 -59.5236        0   \n",
       "\n",
       "     1/23/20  1/24/20  1/25/20  1/26/20  1/27/20  ...  5/10/20  5/11/20  \\\n",
       "217        0        0        0        0        0  ...      118      119   \n",
       "218        0        0        0        0        0  ...       81       84   \n",
       "219        0        0        0        0        0  ...      545      546   \n",
       "220        0        0        0        0        0  ...      146      147   \n",
       "221        0        0        0        0        0  ...      330      330   \n",
       "222        0        0        0        0        0  ...       11       11   \n",
       "223        0        0        0        0        0  ...   219183   223060   \n",
       "248        0        0        0        0        0  ...        3        3   \n",
       "249        0        0        0        0        0  ...        7        7   \n",
       "250        0        0        0        0        0  ...       12       12   \n",
       "257        0        0        0        0        0  ...       13       13   \n",
       "\n",
       "     5/12/20  5/13/20  5/14/20  5/15/20  5/16/20  5/17/20  5/18/20  5/19/20  \n",
       "217      121      121      122      122      123      123      125      125  \n",
       "218       85       86       93       94       94       94       94      111  \n",
       "219      547      548      549      549      554      554      555      555  \n",
       "220      148      147      147      147      147      147      147      147  \n",
       "221      331      332      332      334      335      335      335      335  \n",
       "222       11       11       11       11       11       11       11       11  \n",
       "223   226463   229705   233151   236711   240161   243695   246406   248818  \n",
       "248        3        3        3        3        3        3        3        3  \n",
       "249        7        7        7        8        8        8        8        8  \n",
       "250       12       12       12       12       12       12       12       12  \n",
       "257       13       13       13       13       13       13       13       13  \n",
       "\n",
       "[11 rows x 123 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cases[cases['Country/Region']=='United Kingdom']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n",
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols = cases.columns.tolist() \n",
    "case = cases.loc[223,][4:]\n",
    "death = deaths.loc[223,][4:]\n",
    "plt.figure(figsize=(20,10))\n",
    "sns.set(font_scale=3) \n",
    "plt.legend(fontsize='x-large', title_fontsize='1000')\n",
    "sns.set_style(style='white')\n",
    "plt.legend(fontsize='x-large', title_fontsize='10000')\n",
    "sns.scatterplot(np.arange(len(death)),death, label='death');\n",
    "sns.scatterplot(x=np.arange(len(case)), y=case, label='case');\n",
    "plt.ylabel('Number of indivuduals')\n",
    "plt.title('Covid19 data in UK')\n",
    "plt.xticks(np.arange(0, 115,15), ('22/01', '06/02', '21/02', '16/03', '31/03', '15/04','30/04', '15/05', '19/05'));\n",
    "plt.savefig('UKcovid19.png', format='png', dpi=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = np.array(case)\n",
    "x = np.arange(len(y))\n",
    "data = np.array([x,y])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "index = np.random.choice(data[0][50:],10)\n",
    "x2 = np.sort(index)\n",
    "y2 = np.array([data[1][i] for i in x2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n",
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "sns.set(font_scale=3)  # crazy big\n",
    "plt.legend(fontsize='x-large', title_fontsize='1000')\n",
    "sns.set_style(style='white')\n",
    "plt.legend(fontsize='x-large', title_fontsize='10000')\n",
    "sns.scatterplot(x, y, s=50, color='green', label='Data')\n",
    "sns.scatterplot(x2, y2, s=50, color='red', label='Observations')\n",
    "plt.ylabel('Number of indivuduals')\n",
    "plt.title('Covid19 data in UK')\n",
    "plt.legend;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Interpolation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Lagrange Interpolation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Lagrange_interpolation():\n",
    "    \"\"\"x, y : data points in numpy.array type \"\"\"\n",
    "    def __init__(self, x, y):\n",
    "        self.x = x\n",
    "        self.y = y\n",
    "    \n",
    "    \n",
    "    def Lagrange_coefficients (self, e): \n",
    "        total = 0\n",
    "        for j in range(len(self.x)):\n",
    "            yj = self.y[j]\n",
    "                \n",
    "            tot_mul = 1\n",
    "            for i in range(len(self.x)):\n",
    "                if i == j:\n",
    "                    continue\n",
    "                xi, xj = self.x[i], self.x[j]\n",
    "                tot_mul *= (e - xi) / float(xj - xi)\n",
    "       \n",
    "            total += yj * tot_mul\n",
    "                \n",
    "        return(total)\n",
    "    \n",
    "    def plot_point(self):\n",
    "        return (plt.scatter( self.x, self.y, s=50, color='red'))\n",
    "        \n",
    "    \n",
    "    def plot_polynomial(self):\n",
    "        xs = np.linspace(self.x[0]-10, self.x[len(self.x)-1]+10, num=1000)\n",
    "        l=[]\n",
    "        for i in xs :\n",
    "            l.append(self.Lagrange_coefficients(i))\n",
    "        self.plot_point()\n",
    "        return (plt.plot( xs, l, color='black'))\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(13, 13))\n",
    "lag = Lagrange_interpolation(x2,y2)\n",
    "lag.plot_polynomial();\n",
    "plt.xlim(-5,130)\n",
    "plt.ylim(-1000,250000)\n",
    "sns.scatterplot(x, y, s=50, color='green', label='Data')\n",
    "sns.scatterplot(x2, y2, s=50, color='red', label='Observations');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Regression"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Linear Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None,\n",
       "         normalize=False)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg = LinearRegression(fit_intercept =  True)\n",
    "reg.fit(x2.reshape(-1, 1),y2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "sns.set(font_scale=3)\n",
    "sns.scatterplot(x, y, s=50, color='green', label='Data')\n",
    "sns.scatterplot(x2, y2, s=50, color='red', label='Observations')\n",
    "plt.plot(x2, reg.predict(x2.reshape(-1, 1)), color = 'black', linewidth = 3)\n",
    "plt.xlim(60, 130)\n",
    "plt.title('Linear Regression');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Polynomial regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import Ridge\n",
    "from sklearn.preprocessing import PolynomialFeatures\n",
    "from sklearn.pipeline import make_pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(memory=None,\n",
       "     steps=[('polynomialfeatures', PolynomialFeatures(degree=2, include_bias=True, interaction_only=False)), ('ridge', Ridge(alpha=1.0, copy_X=True, fit_intercept=True, max_iter=None,\n",
       "   normalize=False, random_state=None, solver='auto', tol=0.001))])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "degree = 2\n",
    "model = make_pipeline(PolynomialFeatures(degree), Ridge())\n",
    "model.fit(x2.reshape(-1, 1), y2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "sns.set(font_scale=3)\n",
    "sns.scatterplot(x, y, s=50, color='green', label='Data')\n",
    "sns.scatterplot(x2, y2, s=50, color='red', label='Observations')\n",
    "ts = np.linspace(x2[0]-10, x2[len(x2)-1]+10, num=1000)\n",
    "plt.plot(ts, model.predict(ts.reshape(-1, 1)), color = 'black', linewidth = 3)\n",
    "plt.xlim(60, 130)\n",
    "plt.title('Polynomial Regression degree 2');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/ines_admin/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/ridge.py:125: LinAlgWarning: Ill-conditioned matrix (rcond=3.09558e-17): result may not be accurate.\n",
      "  overwrite_a=True).T\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/ines_admin/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/ridge.py:125: LinAlgWarning: Ill-conditioned matrix (rcond=2.01485e-21): result may not be accurate.\n",
      "  overwrite_a=True).T\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/ines_admin/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/ridge.py:167: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead.\n",
      "  warnings.warn(\"Singular matrix in solving dual problem. Using \"\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for count, degree in enumerate([4, 5, 10]):\n",
    "    plt.figure(figsize=(20,10))\n",
    "    model = make_pipeline(PolynomialFeatures(degree), Ridge())\n",
    "    model.fit(x2.reshape(-1, 1), y2)\n",
    "    sns.scatterplot(x, y, s=50, color='green', label='Data')\n",
    "    sns.scatterplot(x2, y2, s=50, color='red', label='Observations')\n",
    "    ts = np.linspace(x2[0]-10, x2[len(x2)-1]+10, num=1000)\n",
    "    plt.plot(ts, model.predict(ts.reshape(-1, 1)), color = 'black', linewidth = 3, label=\"degree %d\" % degree)\n",
    "    plt.legend(fontsize='30')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Non Linear Regression"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://github.com/ineskris/AI4DPredict_spread_COVID-19/blob/master/articles/ModelHill.pdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.optimize import curve_fit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def func(t,d,k,n):\n",
    "    fx = d*(t**n/(t**n + k**n))\n",
    "    return(fx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estimate :  [2.70720555e+05 4.21388412e+01 2.98934441e+00]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/ines_admin/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:2: RuntimeWarning: overflow encountered in power\n",
      "  \n",
      "/Users/ines_admin/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:2: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "y1 = np.array(list(np.array(case)[50:90]))\n",
    "x1 = np.arange(1,len(y1)+1)\n",
    "popt, pcov = curve_fit(func, x1, y1)\n",
    "print('Estimate : ',popt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "ys = func(x1, *popt)\n",
    "yr = np.array(list(np.array(case)[50:]))\n",
    "xr = np.arange(1,len(yr)+1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "plt.legend(fontsize='30')\n",
    "plt.plot(x1, ys , 'r-', label='fit: a=%5.3f, b=%5.3f, c=%5.3f' % tuple(popt))\n",
    "sns.scatterplot(xr, yr, s=50, color='green', label='Data')\n",
    "sns.scatterplot(x1, y1, s=50, color='red', label='Observations')\n",
    "plt.title('Non Linear Regression');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Differential equation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.integrate import odeint"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The SIR model contains the following stages:\n",
    "\n",
    "\n",
    "![caption](SIRmodel.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "N0=1000000           # Population size\n",
    "gamma=1/14       # Recovery rate\n",
    "R0=2             # R0\n",
    "beta1=0.3e-06 # Transmission coefficient\n",
    "\n",
    "# Function for the ODEs\n",
    "def disease(x,t,beta):\n",
    "    sdot=-beta*x[0]*x[1]\n",
    "    idot=beta*x[0]*x[1]-gamma*x[1]\n",
    "    return sdot, idot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3RkVF6ciRIzIMQy6Xq9bZj9XFqqucfOMEOmvQN1ZYWNgpzSmQOMc7m7Sxio4Mk8MRo4gGvz1U/eM1DJWUelRU4taRIpfyCkqV53Qpz1mqvIJSZeeXaNPubH29Kd28JizUqlaOaHVs2UQdWzVRl7PiFBt15o5PAAAAAABqQvHxqOLi4hp6lispKTHb0dH+ld6K4mNFrNqKZb6xYmJ+nR7sm5Nvn+r4FvF8c7Lb7WY7kHs79v18Y51MTtXd28l+3kBdsFosiooIVVREqBLjqn82amGJW+lZRUrLLlRaVqH2pOdrxfqD+uKH/bJIapsco3PaNVWfrs3UysFYBQAAAACgwhldfPTdTdl3d+jqZGRkmG2Hw+F3zuFwKD093YzVpEmTGmP5vl9iYmKVcX3f73hzSkxMlMVikWEYAd1bYWGhudlMXFycX/HUN+7hw4fVrVu3gHOq7t5O9vMGTid7RJg6tiqf6VihzOPV3owCbU3N0abdOVqyZo8++WaPWjns6n9Okgb0aKHoyLDqgwIAAAAAcAY4o4uPbdq0UVhYmNxutw4ePFhr/4rioiS1bdvW71zHjh21ceNGSdLBgwfVqVOnGmOlpaVJKn+WYZs2bczXfa8LJKeKOMfmFBkZqZYtW+rAgQPKzc1VUVGR38zDQONI5fdWFzkd773V9HkDwRYaYlWHFk3UoUUTXXVhO+UXuvT9tsNau/WQFizfpY+/StVvuifrsj6t1Tyh+j97AAAAAAA0Zmf0U+RCQ0PVvn17SVJubq72799fY//169eb7WNn/3Xp0sVsVxQhq7Nv3z7l5uZKktq3b++3O3SnTp3MzVg2bdpU6z1s2LCh2pw6d+4ccE51dW8lJSXavn27pPKl376F1RYtWpjLsHfs2FHrcx9rygmob2LtNl18fiv9+Ybeevzmvurbrbm+3pimP7/6reYt3a78wuPfsR0AAAAAgIbujJ75KEmDBw82i2WrVq3S+PHjq+27atUqs33RRRf5nRs0aJCmT58uSVq5cqWmTJlSbZyVK1ea7QsvvNDvXFxcnM4991z99NNPSktL086dO6udRZmbm2sWA+Pi4nTOOedUurcvv/zSfM8LLrggoHs7Nqf+/fvLZrO6YqiLAAAgAElEQVTJ5XJp9erVcrvdfhvS+Prmm2/kdrvN63x3uJbKP6clS5bI5XJpzZo1Gjx4cJVx3G631qxZI6l8l+yacgfqm1bNonXzFV01dlAHfbI6VSt+StOazYc06qJ2uqRPa1kD2O0dAHDyDMOQZEiGIUNeyfD6tI2KXpKMX/uWX1j+2tFrzX7G0deOfb2K6/37Vfe6fn0f/drNp1H52DCOOVNNX6OWOObnE8B7VvG+/u9sSCURKigo+fW4ulhH4xzb4+TUbbS6UYc51Vmo+vE5eZzhKiysmIRQP3LyZVQa6wgWjzNcTmftG5UCDWGshIRGyd70XFksZ+YcwDO++HjFFVfo5ZdfliS9/vrrGj16dJXLk5cvX64tW7ZIklJSUpSSkuJ3vl27duratat+/vlnbd68WStWrKiysFZUVKQ333zTPB49enSlPsOHD9dPP/0kSXrhhRc0a9asKnN/5ZVXzELfyJEjZbX6D+Jhw4bpr3/9q9xut+bPn6+bbrrJ7zmXFbZt26Zly5ZJkhISEjRw4EC/89HR0Ro4cKCWLVumzMxMffDBB1UWaT0ej+bMmVPrvS1ZskSSNHv2bA0YMKBSgVKS5s+fr8zMTEnlRdT4+PgqPwOgPmtit+n3l3bRxee30vwvf9H7X/6in3Zm6ZYRXZXYpPoNbgCgvjAMQ16vW/KWyWuUyfC6ZXjLZBzTltcjwyj/JcMjw/D6tCte98rw+rT9+vu/LsN7tPDnPVoI8Pq1DaOieHi0bfYtb5efP/o6TovcYCeABiMv2AmgwTgS7ATQYDSEsWIJCVdkky4KCbPX3rkROuOLjykpKRo2bJi++OILHTx4UFOmTNHMmTP9dlfesGGDpk2bZh7feeedVcb64x//qDvuuEOSdP/99+uVV15Rz549zfNOp1P33HOP+bzDIUOGqGvXrpXiXHPNNXrzzTeVnp6uzz//XDNnztRdd91lLseWyotzFUXMiIgI3XLLLZXiJCQkaPz48frXv/6lwsJCTZ48WXPmzPErQKampurOO++U1+uVJN12221V7tR95513avny5fJ4PPr73/+u5ORkDR061Dzvcrn0yCOPmMvAU1JS/M5XGDp0qM455xxt3rxZGzZs0EMPPaTHHnvM7z2XL1+up556SpJksVjMzxRoqJKb2nXX1T309aZ0vbdspx5+/TvdcmVXnd+l8n8GAMCJMAyPvJ5SGZ5Seb0uGR6XvN5SGV53+etel7weV/lXr8uvn+F1lRf/KoqJXvfR4mKZ9hlldZekJUQWS0j5//ib7ZCjbWt52xoii8rPl88St0oW69FZApaj1/q3LbKUv2a2LUdjWP3aFTF8+0lHf1ks5a9Jfq//+r3Xr/1/vVY+1+vo9b5xdfR639dVzXvLvMbnAzvm0FLtuV9zr+p8TXF8rvXtX2WcqmNVvNK0abSyswsDfN+q7/jk1FG0Ok2qPq50CH5OiYkxysoq+PWFergipPKfCwRDYmK0srKcwU4DDUCDGCvm9yJnJovRSOeVT5s2TR999JEk6a233lK/fv2q7ZuWlqYxY8aYz2F0OBy6/PLLlZCQoG3btul///ufysrKv/keMWKEZsyYUW2su+++W59++qmk8mdKDh06VF27dlVOTo4+++wzczZfQkKCPvroIyUlJVUZZ/ny5brjjjvMomDnzp01dOhQhYSEaM2aNVq3bp3Z9/HHH9e1115bZRyn06kxY8Zo7969kqTY2FgNHz5cycnJSk1N1eeff66SkvIlMn369NG//vUvhYZWXZP+xz/+oddee01S+TfTF154oXr16qXCwkJ98cUX5jMzIyIiNH/+/EqzQyts3rxZ48ePN9+3devWGjZsmOx2u9avX6+vv/7aXO4wefJk3XPPPVXGqU12tlNeb+MY3g5HjDIzC2rviHovK69YcxZvUWpavq4Z0lGX9W3t9x8LJ4uxgkAwTuovw1smT1mhvGWF8rgL5fUUy1tWLK+nxOdXsbxlPm1PiQyvO8B3sMoaYpPFapM1JFwWa5gsVpss1tDytiXUpx2i6Gi7ioq9R/uFymIJldUaJllDZLUcfc0aKllCqy4sWo9+9SvkoTHi7xUEirGCQDFWECjGyuljtVrUtGl07R2PQfHxqG3btumOO+6ocRfmESNGaPr06VXODKzgcrk0bdo0/ec//6m2T8uWLTVnzhy/DWGqsmTJEv3lL39RUVFRledDQ0N13333acKECTXGOXTokG677Tbz2ZZVueCCC/Tiiy+aG8JUxTAM/f3vf9fcuXOrfRZKfHy8nn/++Vo/7zVr1uiee+4xC77HslgsuummmzR16tQT/mGF4iPqK5fbo9f+87N+2HZYg85tod9f2lkh1rr5XzDGCgLBODm9DMMrj9spjztfHle+PGXO8gKju+jXQuPRYqPhrf55ReUFw0hZQyNkDan4FVn+9ehrvxYVbbJabbKEVHwNl9VqO1oYDPzfVcYKAsVYQaAYKwgUYwWBYqycPhQfj3G8xUdJKi4u1nvvvaelS5cqNTVVhYWFiouLU8+ePTVu3DgNGjQo4Pf/6quvtHDhQq1fv17Z2dkKDw9Xhw4dNGzYMF1//fWy2wNb55+enq558+Zp1apVOnjwoMrKypSUlKQLLrhAN9xwQ60FzAplZWVatGiR/vvf/2rHjh3Kz89XTEyMzj77bI0ePVpXXnllwD+MrF+/Xu+//76+++47ZWZmKjQ0VG3atNHgwYN14403KiEhIaA4eXl5evvtt/Xll19q3759KikpkcPh0Hnnnafx48frvPPOCyhOdSg+oj7zGoY+XLlb/127Vxd1T9aEK1LqZCMaxgoCwTipW15PicpKc1Xmyiv/WlFkdOfL4y6Qx+1U5WcPWmQNjVJIqP3Xr2F2hYTaj75mV0hYlKwhUbKGlhcYg7FUh7GCQDFWECjGCgLFWEGgGCunD8VH4BgUH9EQ/Pur3Vq8eo+G9W6t6y7ueNLLEhkrCATj5PgYhiFvWZHcJZkqK81RmSvXr9jo9RT79bdYwxVqi1VIWIxCwmIVYotRaFhseTssRiFhMbKGRjaI5/4wVhAoxgoCxVhBoBgrCBRj5fQ50eLjGb/hDAAE028vaqeikjJ98cN+2SNCNfKidsFOCThjGYYhj7tA7pLM8kJjSdbRdpZ/gdFiVagtTqG2eEXFtyhvh8cr1Bav0PA4WUMigncTAAAAQD1D8REAgshisei6SzqpuLRM//46VS0d0Tq/iyPYaQGNnmEYKivNkasoXa7iNLmKDslVnC7D8+szF60hkQqLSFRkXFeFRSSav0LCYhvErEUAAACgPqD4CABBZrVYdOPlKUrLLtQb//1ZrZvZ1Sw+KthpAY2GYRjyuPJUWnhArqI0uYrT5So6JMPrKu9gCZEtsrns8ecoLKL50SKjQ9bQKHZoBgAAAE4SxUcAqAfCQq26/bfn6NE3v9c//71FD95wnsJCQ4KdFtAgGYZX7uIMlRbuV6lzn0oL98vjLn8OkMUSqrDI5rIn9JQtKkm2yGSFRTpksfDnDQAAADgVKD4CQD2RGBepW0Z01QuLNumDL3dp/KWB7WYPnOnKl1Bnq6QgVSUFu1VSsEeGt3z5dEhYE4VHt1G4/SyF21spLLIZS6YBAACA04jiIwDUI706OXRJ71Za9sMBXXB2c3Vo2STYKQH1ktdTqpL8XSrO/0UlBbvlcedLkkJscbLHn63w6LYKj26tUBt/hgAAAIBgovgIAPXM6AHt9eP2TL31+XY9PKG3QqzM0gIkqcx1RMVHdqj4yA6VOPdIhkfWkAiFx7RTZMwARcS0V2h4fLDTBAAAAOCD4iMA1DOR4aG6/pJOeumjzfrfDwd0ad+zgp0SEDRlriMqyt2swtytchenS5JCwxMU4+iryCadFW5vzTJqAAAAoB6j+AgA9dB5nR3q0aGpPvo6Vb1TmikhNiLYKQGnjcddqKK8rSrK3azSwv2SJFtUC8W1uESRTTorLCIxyBkCAAAACBTFRwCohywWi8YP66y/vPatPly1WxNHdAt2SsApZRheFefvlDNrnUryf5FkKCzCoSbJQxQVf7bCwhOCnSIAAACAE0DxEQDqKUdcpIae10qff79PI37TVkkJUcFOCahzZaV5cmb/pMKc9fK4CxQSGq3Y5r9RVHx32SKbBTs9AAAAACeJ4iMA1GOX9ztLX647oE9W79GtVzH7EY2DYRgqKditgsNrVVKwS5IUEdtR8a2GK7JJJ1ksIUHOEAAAAEBdofgIAPVYrN3mM/uxjZKb2oOdEnDCDK9HhbmbVXB4jdwlh2UNjVZs0kBFNz1Xoba4YKcHAAAA4BSg+AgA9dzl/c7Slz8d0JJv9ujWq84OdjrAcfN6SuTM+lEFmd/J4y5QWIRDCWeNlD3+HFmsfCsCAAAANGZ8xw8A9Zw5+/G78mc/MvsRDYXX41JB5rfKP7xGhqdE4dHtlHDWVYqI6SCLxRLs9AAAAACcBhQfAaABuLzvWVr2wwF9+eNBjb+0c7DTAWrk9brlzPpB+Rmr5S0rUmRsZzVJHiRbVHKwUwMAAABwmlF8BIAGINZuU58Uh77Zkq6xg9srwsZf36h/DMMjZ9Y65R/6Sp4ypyJi2qtJ8mCF21sFOzUAAAAAQcJPrwDQQAzp1UprtmRo7dYMDT63ZbDTAfyU5O9WzsHPVFaSpXB7azVtO0YRMW2DnRYAAACAIKP4CAANRIeWsWrdLFor1h3UoJ4teGYe6oWy0jzlHlyq4iPbFGqLV2K7axXZpDPjEwAAAIAkio8A0GBYLBYN6dVSb32+XbvT8tWhZZNgp4QzmNfrVkHGN8rPWC1JapI8RLHN+rN7NQAAAAA//IQAAA3IBWc31wfLf9GX6w5SfETQlDj3KmfvYpW5chUV101xLYcp1MZ4BAAAAFCZNdgJAAACF2EL1W/OSdL32w7LWewOdjo4w3i9buUe+FyHd86VJDXreIMS211N4REAAABAtSg+AkADc1GPZJV5vFq3IzPYqeAMUurcp0PbXlZB5reKTuyjpJRJiohpF+y0AAAAANRzFB8BoIFp0zxGzeIi9f3PGcFOBWcAw1um3INLlbHzXzIMr5p1vEEJrYfLGmILdmoAAAAAGgCe+QgADYzFYlGfrs3037V7lV/oUqydIhBODXdpjrJSF8pdfEjRiecrrsUlsoaEBzstAAAAAA0IMx8BoAHq27W5DEP6cfvhYKeCRqoob7sObX9VZa48Odpfp4TWV1J4BAAAAHDcKD4CQAPUymFXctMoffczxUfULcPwKvfgF8pKna8wW4KSu9yqyCadg50WAAAAgAaKZdcA0ABZLBb1SWmmT1bvUW5BqeJjmJGGk1fmLlB26iKVFu5TdGJvxbe8VBYr3yoAAAAAOHHMfASABqpv1+YyJP3A0mvUgdLCAzq07RW5itPVtM1oJbS+gsIjAAAAgJNG8REAGqgWiXa1ctj1PUuvcZIKczcrY+dcWa02Ne98i+wJ3YOdEgAAAIBGguIjADRgvbs0066DR5Rf5Ap2KmiADMPQkUOrlL3nQ4VHtVDzLrfIFtks2GkBAAAAaEQoPgJAA9a9Q1MZkram5gQ7FTQwhuFV7v7/6kj6CkXF91CzjjcoJDQq2GkBAAAAaGQoPgJAA9YmKUbRkWHatDs72KmgAfF63MpKXSBn9o+KbX6hmrb5Lc93BAAAAHBK8JMGADRgVotF57RP0ObUHHkNI9jpoAHwelzaue4dFR/ZpfiWlymmWb9gpwQAAACgEWPmIwA0cN3bNVVBkVt7DxUEOxXUc96yEh3e9bacealq2mY0hUcAAAAApxzFRwBo4M5unyCLpM0svUYNPGVFyvhlnlxFaWrf4/fsaA0AAADgtKD4CAANXGyUTW2TY7RpN5vOoGresmId/uVtuUsOy9HuWsU3p/AIAAAA4PSg+AgAjcA57ZpqV9oROYtcwU4F9YzXU6rDu96RuyRTjnbjFNmkU7BTAgAAAHAGofgIAI1A9w5NZRjSTzsyg50K6hGvx6XMXe/KVXRIie2upvAIAAAA4LSj+AgAjUD75FjZI0K1btvhYKeCesLwepSVukClhQeU2HaMopp0CXZKAAAAAM5AFB8BoBGwWi3qcla8Nu3KCnYqqAcMw1D2vo9VUrBLCWeNUFR8t2CnBAAAAOAMRfERABqJzq3jlJFTpNyC0mCngiAyDEN5B5eqKHezmiQPVXTTXsFOCQAAAMAZjOIjADQSnVs3kSTt2J8X5EwQTAWZ36kg81vFOPoptvmFwU4HAAAAwBmO4iMANBKtm0UrMjxEOw5QfDxTFR3ZrryDnyuySYriWl4qi8US7JQAAAAAnOEoPgJAIxFitSqlTYJ2MvPxjOQqSlf2ng9li2qhpm1HU3gEAAAAUC9QfASARuTs9k11MLNQhSXuYKeC08jjdipz93xZQ6LkaH+drNawYKcEAAAAAJIoPgJAo9KtfVMZknYeOBLsVHCaGF6PslIXyFtWJEf7axUSFh3slAAAAADARPERABqRzmfFK8RqYdOZM0juwc9VWrhfCW1GyhaVFOx0AAAAAMAPxUcAaETCw0LULjmW5z6eIZzZP8mZ9YNimv1G9vhzgp0OAAAAAFRC8REAGplOrZtoz6EClbo9wU4Fp5CrOEO5+z9VeHQ7xbUYGux0AAAAAKBKFB8BoJHp3CpOHq+h3Wn5wU4Fp4jXU6qs1IWyhkQose1oWSz8cw4AAACgfuKnFQBoZDq1aiKLpF8OsPS6MTIMQzn7lqisNEdN245hgxkAAAAA9RrFRwBoZKIiwpTUNEqp6QXBTgWnQGHOehXlbVGT5MGKiGkb7HQAAAAAoEYUHwGgEWqbFKM9h1h23di4S7KVe+AzhUe3VWzzi4KdDgAAAADUiuIjADRCbZNiled0KbegNNipoI4YhkfZez+SxRKipm1GyWKxBDslAAAAAKgVxUcAaITaJsdIkvYeYul1Y3EkfZVcRWlKaD1CobbYYKcDAAAAAAGh+AgAjdBZzWJksYil141EaeEB5Wd8LXtCT0XFdwt2OgAAAAAQMIqPANAIhdtC1CLRrj3MfGzwDG+ZsvctVkhYjOJbXRbsdAAAAADguFB8BIBGqm1SjPak58swjGCngpNw5NBKlZVkKeGsEbKGRAQ7HQAAAAA4LhQfAaCRapsUq/wiN5vONGClhQeVn/GN7E17KTK2Y7DTAQAAAIDjRvERABqpdsnlm5KkprP0uiEyvB7lVCy3bjks2OkAAAAAwAmh+AgAjVTrZnaFWC1sOtNA5R9eI3dJpuJbD2e5NQAAAIAGi+IjADRSYaEhaumwa086xceGxl2ao/xDqxQZ11VRTboEOx0AAAAAOGEUHwGgEWubFKs9hwrYdKYBMQxDufs/lSxWxbdkd2sAAAAADRvFRwBoxNomx6iwpEyZR0qCnQoCVJS3RSUFuxTXYqhCbbHBTgcAAAAATgrFRwBoxNomxUiS9h1i05mGwOspVd6BpbJFJis6sXew0wEAAACAk0bxEQAasRZN7bJYpAOZzmCnggDkZ3wtT5lT8a2Hy2Lhn2gAAAAADR8/2QBAI2YLC1Gz+CgdzCwMdiqohbskW/mH18qe0FPh9lbBTgcAAAAA6gTFRwBo5Fo57NrPzMd6L/fgUlksIYprMTTYqQAAAABAnaH4CACNXCtHtDJzi1Xq8gQ7FVSjOP8XleTvVJOkgQoJiwl2OgAAAABQZyg+AkAj18phlyEpLZul1/WRYXiVd/ALhdriFePoF+x0AAAAAKBOUXwEgEaulSNaknTgMEuv66PCnA1yl2QqrsXFslhDgp0OAAAAANQpio8A0Mg54iJlC7XqAJvO1Dtej0tH0pbLZm+lyLiuwU4HAAAAAOpcaLATqG+2bdumd999V99++60OHz6ssrIyJSYmqnv37vrtb3+roUOHymKx1BjD5XJp4cKF+vTTT7V9+3YVFRUpMTFRKSkpGjNmjC699NKA8/nxxx/17rvvat26dcrMzJTdblerVq102WWX6ZprrlF8fHxAcbKzszVv3jytWLFCe/fuldfrVfPmzdWnTx9de+216tGjR0BxvF6v/vOf/+jjjz/Wli1bVFBQoPj4eHXo0EEjR47UyJEjFRoa2LDavn273n77bX377bc6dOiQbDabkpOTNXToUF133XVKTk4OKA6AmlmtFrVItOsAm87UOwWZa+Upcyqx3TW1/tsCAAAAAA2RxTAMI9hJ1AeGYejZZ5/Vq6++qpo+kt/85jeaMWOGEhISqjyflpamSZMmaceOHdXGGDhwoGbMmKHY2Nga85k+fbrmzp1bbR+Hw6EZM2aoX7+anxG2Zs0a3X333crLy6vyvNVq1S233KJ77723xh9+8/Pzdeedd+q7776rtk+PHj00a9asWguHr732mp577jmVlZVVeT46Olp/+9vfNHz48Brj1CQ72ymvt3EMb4cjRpmZBcFOAw1AdWPljf/8rI27sjRzyoAgZIWqeNyFStv6giJi2svRftxpfW/+TkGgGCsIFGMFgWKsIFCMFQSKsXL6WK0WNW0afdzXhTz66KOP1n06Dc/MmTP18ssvm8e9evXS8OHDdcEFFygmJkZ79+6VJO3fv19r167V6NGjFRLi/2wup9Op66+/Xrt27ZIkJSYmavTo0Ro6dKiaNWumffv2qaysTHv37tWWLVs0YsQIWa1Vr3x/5pln9Oabb0qSQkJCdPHFF2vEiBHq1q2bsrKylJ+fr6KiIi1dulRDhgxR06ZNq4yzdetWTZgwQYWF5cstO3XqpLFjx+rCCy+UzWbT/v37ZRiG1q1bJ4vFor59+1YZp6ysTDfffLN++OEHSVJMTIxGjhypSy+9VK1bt9b+/fvlcrmUkZGhb775Rr/97W9ls9mqjPXee+/pySeflNfrlSRdeOGFGjVqlM4991wVFBQoOztbLpdLy5Yt03nnnafWrVtXGac2xcUuNZbSut0erqIiV7DTQANQ3VjJzCvWjzuyNKRXS4XbeK5gfXAkfblKC/fL0X6cQkKjTut783cKAsVYQaAYKwgUYwWBYqwgUIyV08disSgqqupaT43XMfNR2rVrl6666ip5PB7ZbDb94x//0OWXX+7XZ9OmTbr99tuVmZkpSbrvvvs0ceJEvz6PP/643nnnHUlS37599dJLL/nNbkxNTdWtt96q/fv3S5IeeeQRXX/99ZXy2bhxo8aNGyfDMBQVFaVXX31VvXv3Ns+7XC49+uijWrRokSSpZ8+e+uCDDyrF8Xq9GjVqlLZv3y5JuummmzR16lS/gufy5cs1ZcoUuVwuWa1WLV68WJ06daoU6/XXX9fTTz8tqbyA+frrr6t58+bm+czMTE2ePFmbN2+WJE2cOFH33XdfpTjp6em6/PLLVVJSotDQUM2YMcPvszYMQ7NmzdLs2bMlSS1atNDnn39ebSGzJsx8xJmourGydU+Onnl/vf503bnq1rbqmds4fcpc+Urb+oLs8d3VtM3I0/7+/J2CQDFWECjGCgLFWEGgGCsIFGPl9DnRmY9sOCNp8eLF8ng8kqSbb765UuFRkrp37y7fSaJLlizxO5+VlWUWAKOiovT8889XWlbdrl07zZ492yz+/fOf/6xy2fHs2bPNpd/333+/X+FRkmw2m/7617+qV69ekqQNGzZo5cqVleIsW7bMLDz26tVL06ZNqzTTcsiQIZo2bZqk8mLliy++WCmOy+XSq6++Kql8ifbMmTP9Co9S+RLwl19+WXa7XZL0zjvvKCcnp1Ks119/XSUlJZKq/qwtFovuuusuc7l1WlqaFixYUCkOgOPDjtf1S/6hryQZapI0MNipAAAAAMApRfFR0i+//GK2+/TpU22/iy66yGzv27fP79ySJUvkdrslSVdffXW1z4Ts3Lmzhg0bJkk6fPiw1q5d63c+JydHq1atkiQlJCRo7NixVcYJCQnR5MmTzePFixdX6vPRRx+Z7WNnafoaN26cHA6HJOnLL7+U0+lfnFi5cqVyc3MllRcrO3bsWGWcxMREXXvttZKk4uJiffHFF37nPR6PPvnkEzP/m266qdqc7rzzTrNdcQ2AExdrtyk2Kowdr+uBstJcObN/UnTT8xQaHhfsdAAAAADglKL4KPk9uzEjI6PafhUFOEmVdpn++uuvzfbAgTXPZBk0aJDZXrZsmd+5tWvXmrMw+/fvr7CwsGrj9O/f31yOvHz5cvM6qfwZjRWFzbCwMPXv37/aOGFhYbrwwgsllc9yrCh+1vW9bd682dz0pnv37tUWaKXypd0tWrSQJK1fv95c7g7gxLV0RLPjdT1w5NBKWSxWxSax+Q8AAACAxo/io6QOHTqY7bfeestcFnysV155xWz7zoKUyjd2qdCzZ88a38/3/MaNG/3ObdmyJeA44eHh6tKliySpsLDQbwbn3r17VVRUJEnq2LGjuRy6Oj169Kg2J997O/fcc084zvHcm28swzC0adOmWvsDqFkrR7TSsgobzbNQGyJ3SbYKczYpOrG3QsNigp0OAAAAAJxyFB9Vvuy4Yobhtm3bdPXVV2vZsmXKzMyU0+nU+vXrdeedd+rdd9+VJLVs2dJvWbDT6VR2drYkqUmTJpWe9Xis5ORks12xi3ZVx61atao194rZgZL/UvA9e/accJyTySkqKkpxceXLCPPy8nTkyJETinNsTscucwdw/Fo67HKVeZWdX/V/sODUy89YLYslRLHNfxPsVAAAAADgtAgNdgL1QXJysv7xj3/oT3/6k8rKyrRz506/4mIFi8WiSy+9VH/+85/VrFkz8/XDhw+b7WM3YqmK3W6X3W5XYWGhnE6nSktLFR4eLkl+y4uTkpJqjeWbR1ZWltk+mTgVhVSpfBl2RQHRbrcrOrr2XY2aNWtmLq/OyspSkyZNTjon33sDcGKSEqIkSenZRXLERQY5mzNPWWmeCnM2KtrRWyFhx79DHAAAAAA0RMx8PGr48CL9rvAAACAASURBVOFatGiR+vXrV22fZs2aqX///kpMTPR73XeDlsjIwH6gj4iIqPL6goKCKvtUp6JoebJxAsnnRO6tsPDXzS3q6t4AnJjkpuXFx0PZbDoTDPmHV0sWi2KbMesRAAAAwJmDmY9HZWRk6NVXX9W6deskSRdccIHOO+88hYaGaufOnVq+fLkyMjL06KOP6uOPP9bs2bPNDVNcLpcZx7dgVhPf4pvv9ccbq67i+PY5mTh1mVN1cQCcmJgom+wRoTqUUxTsVM44Za58ObPXKzrhXIXaan40BwAAAAA0JhQfVf58xPHjxysrK0txcXGaNWtWpRmQaWlpmjJlijZt2qSffvpJU6ZM0bx582SxWGS1Hv8EUsP4dcMH3+t9d97+/+zdeVhU1f8H8PcsMMMOAyiIu+Ja7qgoKlmuaYlbmS1fW1xCK6tvWfktrUxN0xatKNP6qaVmmWmYueWSKKmJu6QiiCj7NgPDDDP398fEbUYYGIZlWN6v5/F57nDuPfdzx+PUfDjnfCQSicP7qeqzmd+7umKyla9vw1rW6O/P4hRkm/LGSssAT2TkF3E81bIbl/YDENC6y3AoXOrGe88xQLbiWCFbcayQrThWyFYcK2QrjpW6rdEnHwVBwIsvvijuKfjJJ5+gb9++pc5r1qwZvvrqK4wbNw4pKSn4888/ER0djfvvvx+urq7iebbO0CsqKhKPS4rdALDoy/wcW/pxdna2ux/zuM37Ma+Sbc+zVSUma/3YKjNT3WCq+vr7eyA9Pb/iE6nRq2is+HoqcPZqJsdTLTIUFyA9+TjcfO5GntoJUDv+vednCtmKY4VsxbFCtuJYIVtxrJCtOFZqj1QqsWuiV6Pf8/H48eM4f/48AGDQoEFlJh5LeHl5YdasWeLr7du3A7BM0BUWFtp0X63232qz5kVczBN05udYY56g8/D4N9Nv3o8tMdkSjz3PZi2mqjwbEdkvUOWKXI0OBVq9o0NpNNQZJyAY9fBoEuroUIiIiIiIiGpdo08+xsbGiscDBlRcBGDQoEHi8YULFwAAfn5+4jJi88rX1mg0GrEQi7e3t8WsPn9/f/HYlr5SU1PFY/NCOFXpx/xaqVQKX19fAKaiLwUFFe8VZ36/6orpziI/RGSfgH+Kztzivo+1wmjUIz89FkrP9nB2aeLocIiIiIiIiGpdo08+pqeni8eenhUXATBPgpVUb3ZxcUFQUBAAIDs7u8IEXUpKinjcunVri7b27duLxzdv3qwwHmt9BQcHV6qfW7duVUtMGo0GOTk5AEzJRvNZlOYxJScnVxhTee8TEdkn0Nc0U/t2JpOPtUGTdQbG4gJWuCYiIiIiokar0ScfzSsq2zIbrySxBpiWYZfo0KGDeHzmzJly+zh9+rR43KVLF4u2jh072tyPVqvF5cuXAZiWfrdq1Upsa9asmbhUOT4+vsI9FsuLqTLPZt5eXj9nz54ttx/zviQSSam+iMg+fl5KyKQSVryuBYJgRH5aDJxdm0Hh3qriC4iIiIiIiBqgRp98NJ9Rd/jw4QrPj4mJEY87deokHoeHh4vHBw8eLLePQ4cOiccDBw60aAsNDRWXYf/xxx/Q663vy3b06FGxPTQ01KKaNAAMGTIEgKlQjHncd9Lr9WK7TCZD//79Ldor82zm7Xc+W+fOndG0aVMAQFxcnEUi906XL18WZ2N26tRJXPpNRFUjl0nRxMcFtzjzscYV5sajuCgLHk1Cxa05iIiIiIiIGptGn3wMDw8Xk3anTp0qN7lWWFiIzz//XHw9YsQI8XjYsGFi1erNmzdbnUV56dIl7N27FwCgUqkwePBgi3Z3d3fxZ+np6diyZUuZ/RgMBotYIiIiSp0zatQo8fjTTz+FwWAos6/NmzeLy8/Dw8Ph4+Nj0d6/f3+oVCoAwJ49e3Dp0qUy+0lLS8PmzZsBmCp4jxkzxqJdIpFg5MiRAEwJ0aioqDL7AYDVq1eLx+PGjbN6HhFVXoDKlTMfa0F+2jHInL3h6t3Z0aEQERERERE5TKNPPgYFBWH8+PHi65dffrnMBGRWVhYiIyNx9epVAEDbtm3x4IMPiu0qlQpTp04FYNr3cObMmaUSkAkJCYiMjITRaAQATJ8+3aLYTInIyEgxIbpkyRLs37/fol2n02H+/PmIi4sDYJoZOHTo0FL9DB06FHfddRcA00zD+fPnQ6fTWZxz4MABLF26FIApOfjss8+W6kcul4tVvo1GIyIjI5GQkGBxTnp6OmbOnCnud/nwww+XOVvxqaeeEqter1u3Dps2bbJoFwQBH374IXbv3g3AtG/k5MmTS/VDRPYL9HVDalYBDP98FlH10xXcQpEmCR7+IZBIGv1/aomIiIiIqBGTCIIgODoIR9NoNJg6dSouXrwo/qxbt24ICQmBh4cHrl+/jr1790KtVgMAPDw8sGnTJotCLICpGvT48eORmJgIwFTAZtSoUQgMDERCQgJ2794NrVYLAAgJCcHXX38NuVxeZkzLli3DmjVrAJiSggMHDkTPnj2h0WiwZ88e3LhxA4Bpz8rNmzdbLAE3d+7cOUydOlW8b4sWLTBs2DC4ubnh9OnTOHLkCEqGwMyZMzF37twy+zEYDJg6dSr++usv8b4jRoxAmzZtcOvWLezatQt5eXkAgDZt2mDr1q0WxWbMffvtt1i4cKH4umfPnhgwYAAMBgMOHDgg7mMplUoRFRVVanaorTIz1TAaG8bw9vf3QHp6vqPDoHrAlrFy5MwtrI2+iMUz+qOpj2stRda4ZCZuR0HOBQR1nQupXFnxBbWMnylkK44VshXHCtmKY4VsxbFCtuJYqT1SqQS+vmXnesrD5OM/8vLyMG/ePOzbt6/c89q2bYtPPvmkVOKxxO3btzF9+nQxgVaW/v37Y9WqVWJBmLIIgoAlS5bgm2++gbW/Ih8fH3z00Ufo169fuTHHxMRg7ty5yM7OLrNdIpFg2rRpeOWVV8rdlyw/Px+RkZE4fvy41XM6deqEqKgoBAQElBvT2rVrsWLFCqt7Wrq6umLRokUYPXp0uf2Uh8lHaoxsGStXb+Zi0fqTeG5iN/Ro71dLkTUeBr0GN89/CHffnlC1sP8zrCbxM4VsxbFCtuJYIVtxrJCtOFbIVhwrtcfe5KNswYIFC6o/nPpHoVDg/vvvR2hoKKRSKQoLC8Ulyv7+/ujXrx9mzpyJBQsWwM/P+pd1d3d3TJo0CQEBASgsLERBQQH0ej28vLzQp08fPP/883jllVegUCjKjUcikWDQoEEICwuDwWBAfn4+ioqKoFAo0L59e0yaNAnvv/8+goODK3y2Fi1aYOLEiXBxcYFGo4FWq4UgCAgICMCQIUOwcOFCTJo0qcKCCAqFAuPGjUO7du1QVFQEjUYDvV4PDw8PdO/eHc888wzeeustiyrg1vTs2RPDhw8HAPHZ5HI5WrVqhQceeABLly5F7969K+ynPIWFOjSU1LqbmwIFBbqKT6RGz5axonCWYdexJLRq6oH2zSv+90qVk59+HEX51+Db6kHI5G6ODqdM/EwhW3GskK04VshWHCtkK44VshXHSu2RSCRwdS29fWCF13HmIzVUnPlIjZGtY+WFjw+jR7Af/jOKxVCqkyAYkHL+Yzgp/dGk/aOODscqfqaQrThWyFYcK2QrjhWyFccK2YpjpfbYO/ORu+ATETVCAb5uSMlkxevqVpBzCQZ9Pjz8+zo6FCIiIiIiojqByUciokYoQOWCtOxCR4fR4KgzTkDm7A2lZ8VbYhARERERETUGTD4SETVC/t4uyNPoUFhU7OhQGgy9NgNF6kS4+/aqcA9dIiIiIiKixoLJRyKiRqipjysAID2Hsx+rizrjJCCRwt23h6NDISIiIiIiqjOYfCQiaoSa+LgAAJdeVxOjUQ9NVhxcvTpD5lT5DZiJiIiIiIgaKiYfiYgaIX9vU/KRMx+rR0H2BRgNWrj79XZ0KERERERERHUKk49ERI2Qi0IOT1cnpHLmY7VQZ56EXOELhXsrR4dCRERERERUpzD5SETUSPn7uCAtu8DRYdR7usI06DTJcPfrzUIzREREREREd2DykYiokWri7cpl19VAk/kXIJHCTdXN0aEQERERERHVOUw+EhE1Uk18XJCVVwR9sdHRodRbgtEATfZZuHh1hEzu6uhwiIiIiIiI6hwmH4mIGqkmPi4QAGTkcvajvQrz4mEsLoC7qoejQyEiIiIiIqqTmHwkImqkmvxT8ZpFZ+ynzjwNmZMHlJ7tHB0KERERERFRncTkIxFRI9XEx5R8TGfy0S7F+nxo867ATdUdEgn/c0pERERERFQWflsiImqk3F2c4KKQIY3JR7toMuMACHDz5ZJrIiIiIiIia5h8JCJqpCQSCZp4uyI1p8DRodQ7giBAkxUHhXtLOClUjg6HiIiIiIiozmLykYioEfP3ceGyazvoCm6iuCgTbqrujg6FiIiIiIioTmPykYioEWvq44KMXC0MRqOjQ6lXNFlnAYkMrt6dHR0KERERERFRncbkIxFRI+bv7QKDUUBWXpGjQ6k3BMGAgpzzcPXqCKlM6ehwiIiIiIiI6jQmH4mIGrGm/1S8ZtEZ22nzrsJYXABX1d2ODoWIiIiIiKjOY/KRiKgR8/cuST6y6IytNFlnIZW5wMWjvaNDISIiIiIiqvOYfCQiasS8PRRwkkuRypmPNjEailCYexmuPl0hkcocHQ4REREREVGdJ6/pG8TExOD48eNQq9Vo27YtxowZA09Pz5q+LRER2UAqkcDPS4mMXK2jQ6kXCnIuQhCK4abq5uhQiIiIiIiI6oUqJR91Oh2+++477Nu3D/Pnz0eHDh0s2ubOnYv9+/dbXLNixQq89dZbGDt2bFVuTURE1cTf2wUZOZz5aAtN1lnInX3g7Brk6FCIiIiIiIjqBbuTj7dv38bjjz+OGzduAACuX79ukXxcuXIl9u3bV+o6tVqNV199FXK5HKNGjbL39kREVE18vZS4kpzr6DDqPINejSL1dXg2HQiJROLocIiIiIiIiOoFu/d8nDNnDpKSkiAIAgCISUgAyMrKwoYNGyCRSCCRSODr64vhw4ejVatWAACj0YhFixZBo9FUMXwiIqoqfy8XFBQVo0Crd3QodVpBzkUAAlx9ujo6FCIiIiIionrDruTjwYMHcfbsWUgkEkilUjzxxBMYNmyY2P7rr79Crzd9ifX398e2bdvw8ccfIzo6GmPGjAEAZGZmYufOndXwCEREVBV+XkoA4L6PFSjIPg8npT+clE0cHQoREREREVG9YVfy0Xw59cKFCzFv3jy0bNmyzPbJkyejSRPTFzWZTIYFCxbAxcUFAHDgwAG7giYiourj521KPqbnMPloTbEuD0WaJLh6d+GSayIiIiIiokqwK/l46tQpAEBQUBAmTZpk0VZUVIQTJ06Ir++77z6Ldnd3d/Tq1QuCIODKlSv23J6IiKqRn5fpF0KZuSw6Y01BzgUA4JJrIiIiIiKiSrIr+ZiRkQGJRIKOHTuWajt58iSKiooAACqVCp06dSp1TkBAAADT0msiInIsN6UcSmcZ0rns2qqC7PNwcmkKJ6Wfo0MhIiIiIiKqV+xKPqrVagCm5OKdYmJiAAASiQQhISFlXl9QUAAAMBgM9tyeiIiqkUQigZ+XEplMPpapuCgHuoKbcPXmrEciIiIiIqLKsiv56ObmBgDIy8sr1fbHH3+Ix/379y/z+ps3bwIAPD097bk9ERFVMz8vF6Rz2XWZSpZcu3HJNRERERERUaXZlXxs06YNBEHAhQsXLH6enp6Oixcviq8HDRpU6tqkpCScP38eEokEbdq0sef2RERUzfy8lcjI1UIQBEeHUucU5FyEk0sg5AofR4dCRERERERU79iVfOzXrx8AIDk5GZs2bRJ//sknn0AQBHE/yKCgIIvrtFotFi5cKC637tu3r71xExFRNfLzckGRzgB1od7RodQpxbq8f5Zcl96/mIiIiIiIiComt+eiiIgIrFmzBkajEW+//TZ2794NrVaL06dPi+dMnDhRPM7JycGOHTuwefNmXL161XRjuRwRERFVDJ+IiKqDv5cSAJCRq4WHq7ODo6k7CnMvAQBcvTs7OBIiIiIiIqL6ya6Zj61bt8aMGTMgCAIEQcCxY8csEo8dO3bElClTxNdXrlzBokWLcPXqVXFJX2RkJJo3b17F8ImIqDr4miUf6V8FORfhpPRnlWsiIiIiIiI72ZV8BIDnnnsOL730EpRKpZiEFAQBAwYMwNq1ayGTycRzS/Z2FAQBMpkMc+bMwcyZM6sePRERVQs/LxcAQAaLzogMeg2K1Elw8eKSayIiIiIiInvZtey6xDPPPIMpU6bg5MmTKCwsRHBwMNq1a1fqPF9fX3Tp0gW9evXCI488grZt21bltkREVM1clXK4KeXIyOHMxxKFuZcBCNzvkYiIiIiIqAqqlHwEAHd3dwwZMqTC83788ceq3oqIiGqQn5cLl12bKci9BJmzN5xcAhwdChERERERUb1l97JrIiJqWPy8lFx2/Q9jsRba/Gtw9e4EiUTi6HCIiIiIiIjqLSYfiYgIAODnrURGrlYsDNaYFeZdAQQjXL1Y5ZqIiIiIiKgqrC67XrVqVa0EMHv27Fq5DxERlc/PywX6YiPyNDp4uSscHY5DFeZehlTuBme3IEeHQkREREREVK+Vm3ysjaVmTD4SEdUNfl5KAEBGrrZRJx8FowGF+Vfg6tUZEgkXCBAREREREVVFud+qBEGo0T9ERFR3lCQf0xv5vo9FmkQIhiK4eHV0dChERERERET1ntWZjxEREbUZBxEROZiflwsAILORV7wuyI2HRCKH0rOto0MhIiIiIiKq96wmHxcvXlybcRARkYMpnGVwd3FCZl6Ro0NxGEEQUJgbD6VHW0ilTo4Oh4iIiIiIqN6zmnwkIqLGR+WpQFZe4535qNemwaDLgUvTMEeHQkRERFRtjEYDtNoCaLUF0Ot1EASjo0OqUFqaFEZj3Y+THI9jpXwSiRROTs5QKl2hVLpCKpXVegxMPhIRkcjXU4m0nMa752NhbjwAwMWrg4MjISIiIqoexcV6ZGWlwdlZAVdXDzg7KyCRSGulwGxVyOVSFBczoUQV41ixzlRzxQidrghabQHU6jyoVE0gl9fuKi+HlfHUarX4/vvvHXV7IiIqg6+nEpm52kZbFKww9zKcXYMgc3J3dChEREREVWY0GpCVlQZ3d094e/uJs57qeuKRiKqHRCKBVCqDUukKb28/uLt7IisrDUajoVbjqPLMx5iYGMTGxiInJwd6vR5Go7HML60GgwF6vR4FBQXIzMxEfHw89Ho9Jk2aVNUQiIiomqg8ldDqDCgsKoarsnHteWjQq6ErSIFX4D2ODoWIiIioWmi1BeKMRyIiV1cP6HRaaLUFtfq5YHfyMTU1FbNnz8a5c+fsul4QBP62hYiojvHzUgIAMnK1aNnIko+FeVcAAC6ewQ6OhIiIiKh61HaCgYjqPqXSDQUF+bX62WD3suvIyEicPXv2n/XjFf8BUOp1kyZNqucpiIioWqg8TcnHrEZY8VqbdwUyJw84uTR1dChERERE1UKv18HZWeHoMIioDnF2VkCv19XqPe2a+bh3716cO3cOEokEgiDA19cXPXr0gKenJ6Kjo6HT6dClSxe0b98eubm5SE5OxpUrV8Tzvby8EBUVhW7dulX38xARURX4/jPzMbORVbwWBAMK86/C1bsLZ+UTERFRgyEIRkgkDiv1QER1kEQirfWK93YlH/ft2yceDx8+HMuXL4ezszMAIDMzE4cOHUJAQACWLl0qnvf333/jlVdewcWLF5GXl4fdu3ejR48eVQyfiIiqk4erE+QyaaNLPhZpkiEYiuDi2d7RoRARERFVK/5ilYjMOeIzwa5fgcTFxQEAnJycsGDBAjHxCAC9evUCAMTGxloUngkODsbGjRvRunVrCIKA9evXIzExsSqxExFRNZNKJFB5KpDVyJKP2ty/AUih9Gjr6FCIiIiIiIgaFLuSj5mZmZBIJOjevTtUKpVFW+fOnQEAarUaV69etWhzdXXFm2++CcBU/frHH3+05/ZERFSDfD2VyMxtXMnHwrwrULi3hFTGPZGIiIiIiIiqk13JR41GAwBo3rx5qbb27f9dshYfH1+qfcCAAQgMDATw7wxKIiKqO3w9lY1q2XWxLg96bRqXXBMREREREdUAu5KPLi4uAAC5vPSWkYGBgeLPr127Vub1HTt2hCAISEhIsOf2RERUg3y9lMhV61BsqN1NiB1Fm3cFAODiGezgSIiIiIiIiBoeuwrOeHt7Q61WIzMzs1SbVCpFUFAQkpKSrCYXfXx8AAB5eXn23J6IiGqQylMBAUBWfhGaeLs4OpwaV5j3N2TOXpAr/RwdChERERE1cBkZGdiz51ccO3YUyclJyM7OhrOzE7y9fdCmTTv07z8AQ4cOg4eHh6NDbdCys7NhMBjg52f5HSA6egfee28hAGDBgkW4774RYtuiRQuwa9dOAMD27b/C17fy3x/CwvoAAPr2DcWKFZ/YG369Y9fMx+DgYAiCgDNnzlgUlSnRvHlzCIKACxculHl9RkYGAECv19tzeyIiqkF+nkoAQFYj2PdREAzQ5ifAxaM9K0ESERERUY3avHkjpkwZj9WrP8TJk7FITb0Nna4IarUayck3cPjw71i27D1MmRKBnTu3OzrcBsloNOLHH7/HI49MQFLSdUeH02jYNfMxJCQE+/fvR2ZmJr7++mtMmzbNoj04OBh//PEHrl+/joSEBLRp00ZsU6vV4l6PXl5eVQidiIhqgsrLlHxsDPs+FmmSIRh1UHq2c3QoRERERNSAbdz4DT77zDTTrUmTphgz5kF07twF3t4+MBgMSE29jePHY/Dbb7uQk5ODJUveQVFRESZMmOzgyBuW337bhRUrljo6jEbHrpmPY8eOhUJhqgj6/vvv4/XXX7coLhMaGioez58/H/n5+QAAnU6Ht956C3l5eZBIJOjUqVNVYiciohqg8jB9vjeG5KM27xoACZTurR0dChERERE1ULdv38IXX3wKAOjRoxc2btyKJ5+cjtDQMHTu3BV33dUN9947HK+//hY+++wruLubllx/8skK3L5925GhNzhGY/n72o8ePRZHjpzAkSMnLJZcU9XYlXz08/PD448/Li653rZtGx577DGxPSwsDEFBQQCAU6dOITw8HJMnT0ZYWBiio6PF84YPH16V2ImIqAY4yWXwcnNGZiNYdq3NvwpntyBI5UpHh0JEREREDdSOHT/BYDAAAP7739fFIr5l6dy5K2bOnA0AKC4uxrZt39dKjEQ1ya7kIwC8+OKLGDt2LARBgCAIaN68udgmk8kwf/588bVGo8HZs2ctCsy0b98eERER9t6eiIhqkMpTiawGPvPRUFwIXUEKXDy45JqIiIiIak5CwjUAgEQiQVBQ8wrOBkaMGA2ZTAYAuHr17xqNjag22LXnI2D6R7Ns2TKMGjUKGzduhLe3t0X7PffcgyVLlmDBggUoLCwUZ0kKgoBOnTrh888/h7Ozc9WiJyKiGuHrpcSNNLWjw6hR2nzT/wRyv0ciIiIiqg2CIODcuTPo0aNXuee5uLjgf/97G87OCgQGBlq02VItOScnB2PG3AcAGDVqDN54Y0Gpc06ciMUvv/yMc+fOICMjHXK5E3x9fdGtWw+MHHk/evXqU26MiYnX8fPP23DiRCxu305BcXExmjYNQJ8+fTFp0hS0aNHS6rWpqbfxww+bcfz4Mdy+nQK9vhi+vn7o3r0Hxo2bgLvu6lbmdV99FYV1676Es7Mz9u8/iuTkG/i//1uLP/88juzsLHh5eaFbt56YNOlhdOvWw+LaU6dO4LnnZlr8zPz1kSMnAJRf7fpOV678jfXr1+Gvv05Crc6Hr6//P8//MNq2tf87Rl5eLrZu3YyYmCNITk5GUZEW3t4+6Nr1bowePRahoQPt7ttR7E4+lhg6dCiGDh1aZtXrBx98EIMGDcIvv/yCa9euwdnZGb1798Z9990HqdTuSZdERFTDfD0ViLuSAUEQGmwVaG3+NUhkSji7NnN0KERERETUgHXo0BGHDh0AACxatADz57+N7t17lHtNTe43uGLFUvz4o+Vybr1ej+TkAiQn30B09A6MGDEKr732FuRyy7SRIAhYv34d1qz5vNT+iUlJiUhKSsTOndvxyitvYOTI+0vde+fOn7BixTLodEUWP7916yZu3bqJX3/9BQ88EIEXX3y11L3NxcWdxiuvPA+NRiP+LDMzEwcO7MWBA3sxY8ZsPPbYf2x9Sypt//69WL36QxQXF1s8w44d2xAd/TMiI1/A5MlTKt1vTMwRLFz4P6jV+RY/T0tLRVpaKg4c2IuwsMF488134OrqVuXnqC1VTj6WsPblVKVSWewHSUREdZ+vpxL6YiPyC/XwdG14s9QFQYA27yqUHm0gkfCXYURERERUc8aOHYeNG/8PhYUFuHUrBZGRT6Nt23YYNCgcvXuHoGvXu8WivjXt119/EROPPXr0wrhxE9CsWRB0Oh2uXInHd99tQGrqbezevQudO3fFxIkPW1y/du0XWLfuSwCAj48KkydPwd13d4fBYMCJE7HYsuVbFBUVYfHit9G8eQuLWYzR0TuwZMm7AEwVvydMmIyuXe+GXO6E69ev4aeffsClSxfw88/boNfry5yxCQAGgwFvvPFfaDQaDBlyDx58MAKuru6Ii/sL69d/DbU6H1FRq+Du7o6IiIkAgE6dumDduo04cuQQvvoqCgDw6qvz0alTZ7vex48//gBSqRTjx0/CkCFDIZc74c8/j2HTpg3QarX4+OMP0KRJE4SH32tznydOxGLevJdgMBjg5eWF8eMno0ePXlAqXXDzZjKio3/GiROxOHLkEF577b9YseITcXl+XVdtyUciImo4fD1NBVgyc7UNMvlYXJQJgz4PLh6DHB0KERERPQTjOQAAIABJREFUETVwvr5+ePvtxXjjjf9Cp9MBAK5du4pr167im2++gpOTEzp16ozevfsiNDQMXbp0rbHVR7/88jMAoHXrtli5cjWcnJzEth49emHw4HvwxBNTkJ+fh59/3maRfLx+PQHr168DADRv3hKrVn0BPz8/sb137xD06tUHL7/8HAwGA7788jN89NFnAICMjHSsWLEUAHD33d2xfPlHcHNzF6+96667MWrUGLz33kLs3h2NXbt24t57h6N//wGlnsFgMCAnJxvPPDMLTzzxFORyKYqLjbjrrm4YNCgczz77FHJycvDFF5/i3nuHwdPTC66urggO7oi//44X+wkKao7g4I52vY8SiQTvvbccAwf++32ie/ceGDhwEGbPno6ioiJ8+OFyhIUNKXcGZ4miIi3eeed/MBgMaNGiJT75JAp+fv5ie9eud2H48JGIilqN9evX4eTJWOzYsQ3jxk20K/7axukeRERUiuqf5GNWXlEFZ9ZP2ryrAAClR1sHR0JEREREjUFo6ECsWbMed99dej9DvV6Ps2fP4Ouv12DGjP/g4YcjsH//3hqJIysrEwAQEBBgkXgs0aRJUzz99Aw88sjjmDDhIYst9qKjfxaXGb/yyusWiccSISH9MHDgYADA+fNnodGY9pH/4Yct0Gq1kEgkmD9/oUXisYRMJsNLL70KDw9PAMD332+y+hw9evTCE088VernLVu2EquF5+fnYd++PVb7qIpx4yZYJB5LdO7cFVOnPgHAlHA9fPh3m/rbvXsXMjNNfzcvv/yaReLR3NNPz0TLlq0AlP/+1DV2zXxctWpVtQUwe/bsauuLiIiqh4+nadlHVn7DrHhdmH8NcoUKcoWPo0MhIiIiqhP+OHsLR87ccnQYIokEKKO0RLUK6xaIgXcHVnxiNWnbth0++2wt/v47HgcP7sfx40cRH38ZBoPB4rybN5Px5pvz8Pvvw/DWW+9W69Lali1bIzHxOo4fj0FU1GpMnjwFPj4qi3MmTHiozGv/+OMwAFOCsryCNHPn/hezZ7+AgIBAsd5HTMwfAIDAwGblVvx2dXVD9+49cOTIIcTFnUJxcXGZMwcjIiZZ7WPYsJFYseJ96HQ6/PHHIXHpdXV64IHxVttGjRqDtWu/AADExh7HPffcV2F/MTFHAAByuRw9e/a2ep5MJkPfvqFISkpEYuJ1ZGSkW01U1iV2Jx+rawowk49ERHWPh4sTnORSZDfAmY+CYESROhFuPnc7OhQiIiIiaoSCgzsgOLgDnn56JtRqNc6cOY2TJ2Nx/PgxXL9+TTxv//49UKlUeOGF/1bbvadMeRRHjx6GwWDA+vXrsHHjN+jQoRP69OmLkJB+6NatR5kzIgVBQHLyDQCmAjrl8fdvYvG6uLgY165dAQCkpNwUK3ZXRKvVIisrE02aNC3V1q1bd6vXKRRKtGrVGn//HY/ExESb7lUZSqWy3GrWgYHN4O7uAbU6X3zuisTHXwZgeq8GD+5rcyw3b95suMlHAGVWty6PRCIpdU1DraBKRFTfSSQS+HgoGuTMR13BTQhGHZQebRwdChEREVGdMfDu2p0FWJGSffwaOnd3dwwYEIYBA8IwZw5w6dJFfPrpRzh16gQA4KeffsAjjzxeZgLOHt269cB77y3HBx8sQVpaKoxGIy5duoBLly5gw4av4eLiigEDBmL8+IcsKnLn5uaKMzQ9Pb0qdc/8/PxSlbErc+2dzy6RSODrW3rJtzlvb9MKp6ysDLvuWx4vL29xRqf1+3tDrc5HXl6uTX3m5ubYFUt+fp5d19U2u5KPERERNp1nMBiQn5+P5ORkXLliyvZKJBJMmzYNffvansklIqLap/JQNMg9H7X51wEACo/WDo2DiIiIiBo+nU6HrKxMZGdnoU2bdlAqleWe36lTZ6xYsQovvTQHJ0/+ieLiYpw+fQrDh4+y+Z6CUH6ib+DAQejXLxTHjh3F4cO/Izb2GNLT0wAAhYUF2LdvD/bt24PHHpuGGTMiAQAGQ7HN97+T+bLyfv0GYObMSJuvbd689BJtqVRaYfKvJNlZ1izO2lAy+c7Z2bbinSXvUbt2wZg/f4HN9wkMDKp0bI5gV/Jx8eLFlb4mJSUFS5YswW+//YaNGzdi4MCBGDhwoD23JyKiWqDyVOJSUrajw6h22vwEOLkEQCZ3dXQoRERERNTArVv3pVghevnyj8us3nwnuVyOiRMfwsmTfwKAmBi0ZH01qlqttukeYWGDERZmKg6TmHgdJ04cx6FDB3Hq1J8QBAHr169D//4D0L17T7EIDACbZ/OV8PT899qCArXdFaZLGAwGqNVquLuXLlpTIifH9D2mohmS9sjLq3i2Ycn9bZ0l6unpiczMTOTm5lT5/amL7F52XVnNmjXDxx9/jDlz5mDPnj2YN28edu7cCS+vyk3XrWlGoxHR0dGIjo7GhQsXkJmZCWdnZ7Rq1QpDhgzB1KlTy6zoZE6n02Hr1q3YtWsXLl++jIKCAvj5+aFTp04YP348hg8fbnM8J0+exLfffotTp04hPT0dbm5uaN68OUaMGIFJkybBx8e2YgmZmZlYv349fv/9dyQmJsJoNKJp06YICQnBQw89hG7dSlfcKovRaMQvv/yC7du34/z588jPz4ePjw/atWuHBx54AA888IBNZeQB4PLly9iwYQOOHz+O27dvw9nZGYGBgRg6dCgefvhhBAbWnSn/RI2RylOBnHwdjEYBUmnD2CbDaNSjSHMDHv4hjg6FiIiIiBqB5s1biMfHjh21KfkIAC4u//6i3HwPRZlMBoPBAK3W+vZIqam3rbbl5eUiMfE6AgODLHIbrVq1RqtWrTFhwkP4/vtN+Oij5QBMRWa6d+8JZ2dnBAU1x82bybhy5e9yY//jj8NYtuw9NGsWhJkzZ6Nbtx5o3rwFkpNv4NKliygo0MDV1c3q9Tt2/ASdTofAwGbo27d/mTmGv/++bLUwS0FBARITrwMA2rcPLjdWexQWFuD27dsICAgosz0x8To0Gg0AoEOHTjb12aZNO2RmZiIjIx1JSYliReuyHDiwF+np6QgMDESfPv3g4uJS+YeoZeXPU60B8+fPh1wuR0ZGBr7//vvavn25bty4gUmTJuGll17Cvn37cOvWLeh0OqjVapw/fx6ffvopRo8ejYMHD1rtIyUlBRMmTMDChQsRGxuL3Nxc6PV63Lp1CwcOHMCcOXPwzDPPVJgpFwQB7733Hh555BHs3LkTKSkp0Ov1yMnJwblz5/DBBx9g7NixOH78eIXPFRMTg9GjR+Ozzz7DxYsXUVBQAK1Wi8TERGzduhUPPfQQli9fXuE+nnl5eXjiiSfw8ssv4/Dhw8jKyoJer0daWhpiYmLw2muvYcqUKbh1q+IKaWvWrMH48eOxZcsWJCYmoqioCPn5+YiPj8fnn3+OMWPGYNeuXRX2Q0Q1R+WhhFEQkKNuOEuvdeobgGCA0p37PRIRERFRzRswIExMnv3yy3bcuJFk03Ul1Y9lMhm6dft370UPDw8AwO3b1r93l1SWvlNc3GmMHn0vZs16Cj/9tNXq9aGh/65S1el04nGfPn3Fe589G2f1+qNHDyMjIx1nzpwWZx727dsfAKDX67Ftm/V7p6bexvLli7Fy5ftYuXKZ1clNu3dHW+1j9+5oFBeblokPHjzUoq26ao/s3/+b1bYdO34Sj/v3D7Wpv759/z1vy5bvrJ5XWFiIZcsW4+OPP8Dbb/+v3tRSqfXkY9OmTdGrVy8IgoDffrP+l1Xbbt68iUcffRTnzp0DAHh5eWHSpEl44YUXMHXqVPj7m6oH5ebmYvbs2Th79mypPtRqNaZNm4b4+HgAgJ+fH6ZOnYrnn38eY8eOFfd2OHToEJ5//nnxH0NZli9fjm+++QaA6cPmvvvuw3PPPYdp06aJex6kp6dj1qxZ4v3KcuHCBcyYMQM5OabNS4ODg/HMM89gzpw5CAsLg0QigdFoxJdffonVq1db7ae4uBgzZsxAbGwsANMH3sSJE/HCCy9g0qRJ4gfgmTNnMH36dDHLX5bvvvsOy5YtE59/4MCBmDNnDqZPn44OHTqI7+XLL7+MmJgYq/0QUc1SeSoAAFn5DSf5qFUnAJBC4W79N4lERERERNXFx0eFyZOnADAljubOjURc3F/lXvPrr79g69bNAID77huBgIB/VwW2a2eayZeWlopDh34vde25c2etJve6dOkKHx8VAOCHH7aI1avv9Ntv/04E6ty5i3g8fvxkMdm1fPmSMidVnTt3Bjt3bgcA9OrVB0FBpvzFxIkPQyaTAQC++uoLnD59qtS1Op0O77zzprj/4aRJD5UZHwBER+/A0aNHSv382rUriIoy5TaCgpqLy8pLmO/BWFhYaLX/iqxb9yXi4y+V+vmffx7H99+bkoft2rVHnz79bOpv7NhxcHMzzQbdvv0H7NtXOl8mCAKWLn1XXPY+Zsy4CvcQrStkCxYsWFDbN42NjcWlS5eg0+nw9NNP1/btyzR37lxcuHABABAeHo5vv/0WI0eOREhICIYMGYIpU6YgPj4eCQkJMBgMiI+Px6RJkyz6WLJkCQ4fPgwA6Nu3L7799lsMHz4cISEhGD58OEaOHImDBw8iLy8PN27cgL+/P+6+++5SsZw5cwavv/46AMDV1RXr1q3DM888g759+yIsLAxTpkxBWloaLl68CL1ejwsXLpSKBTAtkX766aeRmpoKAJg2bRpWrVqFgQMHom/fvnjwwQfRtWtX/PbbbzAYDDhx4gRGjBgBX1/fUn2tW7cOW7eaPsCCg4OxefNmPPDAAwgJCcHQoUMRERGB2NhYpKWlITMzEwaDocw9PW/duoWZM2eiuLgYcrkcK1euxEsvvYS+fftiwIABmDJlCoxGI/78808YjUbExsbikUceET+kKqOwUIdKFmWvs9zcFCgo0FV8IjV61TlW9MVGHPjrJrq2USHI3/p+KvVJTsp+yJ294OHfx9GhOBQ/U8hWHCtkK44VshXHSu1Sq3Ph7u7t6DDsIpVKYDQ2jC90vXqF4OrVK0hKug61Wo3o6B2IizsNjSYfarUaeXm5uH79Gg4f/h2rVn2IrVs3QxAEtGsXjHffXVqqaMnhw78DMM0wNBqNkEgkuHEjET/+uAUrVy6DTCaDp6cnCgsLERzcAYMHhwMwTWxSKJxx7NhR6HRF2L17F4qKtCgq0iI3NxcXL57H11+vwY8/mlaptmrVGi+++KpY3EWlUkGv1+PMmdPIzs7C3r27IZVKIQhGJCRcw44dP+GDD5aiuFgPhUKBRYuWQaUyJTu9vLzh7OyMEydiYTAY8Ntvu5CZmQmZTIbs7Cz8+ecxvPfeQly6ZMrLdO7cFf/97+sWhWX++uukmLQUBAH79+9Bbm4uFApnpKWlITp6B5YseRcajRpSqRQLFy5Cy5atLd67vLxcREfvAABkZmagRYuWuH37Fpo2DYBEIsHff8fj8GHTatfw8HvRtm17i/f9ypV4ODk5obi4GLt3R0Ov10MmkyEl5Sa2bt2Ejz76AAaDAc7Oznj//ZXw8/O3uP/atV8AAIKCWmDEiNHizxUKBZo1C8Lvv+8DABw8uB83biRBLpcjLy8Pp0+fwvLli3Hs2FEApkIzCxYsgkKhsGkM3snezwaJRAJXV9uK6JirtT0fzWVlZQEwrcOvC/bu3YsjR0wZ85CQEKxevbrU1F4XFxcsXboU9913H3Jzc3H69Glcu3YNbdu2BQBkZGRgy5YtAEwJw48++shiU1UAaNOmDT799FM8+OCDMBqN+OyzzzB58uRS9/r000/FJdCvvvoq+vSx/JLs7OyMd955B9euXcNff/2FuLg4HDx4EEOGDCn1XJcvXwYA9OzZE/PmzSv17Pfccw/mzZuHt99+G0ajEatWrcJHH31kcY5Op8OXX34JwFRV6sMPP0TTppal7v39/REVFYXhw4dDo9Fg48aNeOqpp8QPmhJfffWVuDfFk08+iZEjR1q0SyQSPP/880hISMCuXbuQkpKC77//HlOnTi0VOxHVLHHmYwOpeG0s1kJXcAueAYMcHQoRERERNSIymQxvv70Y69evw8aN36CoqAgnT8bi5MlYq9cMGzYSzz//MtzcLCcBjBgxGseOHcW+fb+hsLAQa9Z8btHu7u6Ot99egqio1cjKyizV7/jxk3Hjxg1s3boJ+fl5WLfuyzLv37p1Wyxf/lGpfMX06c/CYCjGd99tQGrqbXFvSHOenl5YuPA9tGvX3uLnU6c+AYlEgqio1SguLsa2bd9j27bS2/F1794T771nfck1ADz88KPYunWT+Meci4sL3nprEUJC+pe6rnPnLmjSpCnS0lLx118nMWvWUwCALVu2o1kz2ypHe3v74PHHn8TKle9j3bovS72HHh6eWLTofZv3eyxx773DYTAY8P77i6DVarFnz6/Ys+fXUue1adMWS5euFFeg1ge1vuw6OzsbsbGxkEgk4lJmR/vhhx8AmKo9vfnmm1YHuKenJyZMmICOHTuiX79+yMz89x/yzp07odfrAQATJ04slXQr0aFDBwwbNgwAkJaWhmPHjlm0Z2Vl4dChQwBMv1WYMGFCmf3IZDLMnDlTfP3zzz+XOmfbtm3icXkzTCdPniz+Xezfv79UZayDBw8iO9tUqemee+5B+/btS/UBmJaZP/SQaVp0YWEh9uzZY9FuMBiwY8cOMf5p06ZZjSkyMlI8LrmGiGqXi0IOhbMMWfnWN7OuT7SaRAAClO6tHR0KERERETUyTk5OePLJ6di8eTteemkeBg0agpYtW8HLywtyuRw+Pip06NARU6Y8hjVr/g9vvfUuvL1Lz0wzzeh7D+++uxT9+g2Al5eXWAxm4sSH8PXXm8T9FcsikUjwwgsvY/XqLzFy5P1o0aIllEol5HI5/Pz80b//AMybNx9ff/2txXJv8+ufffZ5fPXVeowZ8yCCgppDoVBAoVCgXbv2eOyxadiwYQtCQspebvzII4/j229/wEMPTUW7dsFwd3eHTCaDSuWL0NCBeOutd/HJJ1Hw8ip/Vl54+L348sv/wz333AcfHx8olUq0bdsOjz76H3z33Y+llluXUCiU+PDD1QgLGwxPTy84OTmJycjKiIiYiI8//hwDBoTB09MLzs4KtGrVWny+Xr3sW2k1fPgobNmyHf/5z9Po3LkLPDw8IZPJ4OXlhd69Q/Dyy69h7dqNNidK64panfmYn5+PuXPnorCwEBKJBL17l12ZqLZjKlkqHRYWJu45aM2rr75a5s9LZk4CwODBZQ/yEkOGDMHu3bsBmGYnhoWFiW3Hjh0T9zcIDQ2Fk5OT1X5CQ0Ph7OwMnU6HAwcOwGAwiMuTi4uLxcSmk5MTQkOtb3Lq5OSEgQMH4qefTBWlDh06hNGj/53+W9lnW7t2rfhsJclIADh37py49+Tdd99tNUELmJZ2N2vWDCkpKTh9+jTS09PrTLKaqLGQSCRQeSiQ3UBmPhblX4dEIofCrbmjQyEiIiKiRsrPzw8RERMRETGxSv2Eh9+L8PB7rbZ/9dX6cq/v3r0nunfvaff9O3TohHnz/mfXtUFBzTFnzly7710iOLgD3nlnCeRyKYqLjTZf17JlayxZsqLMttGjx2L06LFltr3xxgK88cYC8XWPHr3Qo0evSsV85MiJCs9RqXzx9NMz8fTTMys8t76wK/m4atUqm881Go0oLCxESkoKDh06ZFEOPiIiwp7bV6tz586JMxbLS9BVpGS/SADo3r17ueeat585c8ai7fz58zb3o1Ao0LFjR5w9exYajQZXrlxBx44dAQCJiYnisvb27duLG5da061bN/z0009iTObJR/Nn69GjR6lr7+ynRFWeraSvlJQUCIKAs2fPYujQoRVeQ0TVS+WpbDgzH9WJcHZrDonUITuOEBERERERNUp2Jx/tKectCIJ43ejRo9G/v/WpwLXFvFJ0u3btAJgSd5s3b8bBgweRkpICuVyONm3aYOTIkXjkkUdKVRNSq9XiEmwvL69Sez3eKTDw36nLiYmJFm3mr0uqWpenWbNmYuXtpKQkMfl4/fr1SvdTHTG5urrC29sbOTk5yMnJQW5uLry8vCrdz50xJSUlVXg+EVU/lYcCyWnqik+s44zFhdAX3oZXwJCKTyYiIiIiIqJqY/f0D8HOMsISiQSTJk3C//5n3/Tc6paQkCAe+/v7Y8OGDXj//fdRVGS5zDAuLg5xcXHYuHEjPv/8cwQHB4ttaWlp4vGdhVjK4ubmBjc3N2g0GqjVahQVFYkVitLT08XzAgICKuyrSZMm4nFGRoZ4XJV+zPey1Ol0yM3NFeN2d6+44m2TJk3E5dUZGRli8rG6no2Iao/KU4k8jQ7FBiPkslrfJrjaaDWmX2AoPFo7NhAiIiIiIqJGxq7kY2WXS8vlcri5uaF169YIDw+3KfFUW/Lz88Xj7du3i/sVdujQAWFhYfD09MS1a9ewd+9eFBQUIDk5GY8++ii2bt2KFi1aAIBFgRYXFxeb7qtUKqHRaMTrS5KP5vHcOcOyLOZl1c3jqGw/5udY66cyz1ai5BnticnasxFR7VF5KCAAyM4vgr+3bZ8BdVFRfiIgkUHhWr82ZiYiIiIiIqrv7Eo+Ll68uLrjcBjz5NjatWshlUrx2muv4bHHHrNYWp6amopZs2bh/PnzyMnJwSuvvILvvvsOgGl2YAnzhFl5zJNv5tdXtq/q6sf8nKr0U50xWeuHiGqPytP07zArT1u/k4/qRCi43yMREREREVGta/TfwswL4ABAZGQkHn/88VLnNW3aFFFRURgzZgxycnJw6tQpHDt2DP3794dUWvmliObL1s2vL6lWDcCmfTVrup+qPpv5vasrJlv5+la8RLw+8ff3cHQIVE9U51hp90/RuGJI6u0YNOgLkVR4G4Ft76u3z1AT+F6QrThWyFYcK2QrjpXak5YmhVxef7fOqc+xU/WbMWMWZsyYVWYbx0rlSKXSWv0sbvTJR2dnZ/HY29sbTz/9tNVz/f398dBDDyEqKgoAsG/fPvTv3x+urq7iObbO0DPfU9LJyUk8Nu/rzn0nK+rH/Fkq24953Ob9mFfJtufZqhKTtX5slZmphtFo396kdY2/vwfS0/MrPpEaveoeK5JiAwDg+s0cpLf0rrZ+a1NhbjwAAQZpAP8d/YOfKWQrjhWyFccK2YpjpXYZjUYUFxsdHYZd5HJpvY2dahfHSuUZjUa7PoulUoldE70afWrYPLnWp0+fCvciDA0NFY8vXrxYqo/CwkKb7ms+49K8iIt5gu7OWZllMU/QeXj8m7U278eWmGyJx55nsxZTVZ6NiGqPwlkGN6UcWfkV/8KgrtKqTfs9Ors1d3QoREREREREjY7VmY+rVq2qlQBmz55dK/exxtv735k85tWVrTGvZl1S0dnPzw8SiQSCIFhUvrZGo9GIe016e3tbzOrz9/cXj9PS0tClS5dy+0pNTRWP/fz8rPZTEfN+zK+VSqXw9fVFZmYm1Go1CgoKLJKIZTG/X3XFZN4PEdUuHw8lsvPqb/KxSJ0IhWsQpFKnik8mIiIiIiKialVu8tGWffmqytHJx/bt24vHeXl5FZ5vMBjE45IZjy4uLggKCkJycjKys7MrTNClpKSIx61bt7Yaz82bNyuMx1pfwcHBlern1q1b5caUmZkp9mXe9500Go2YlPX397eYRWl+XXJycoUxlfc+EVHtUXkqkJVX8WzlushoKIKu4BY8A8IcHQoREREREVGjVO6ya0EQbP5T0flltdcFHTt2FI/j4+MrPN88aRYQECAed+jQQTw+c+ZMuX2cPn1aPL5zZqN5PBX1o9VqcfnyZQCmRGirVq3EtmbNmolLlePj4yvcY7G8mCrzbObt5fVz9uzZcvsx70sikVQ4A5SIao7KU1lvl10XaW4AEKB0a1XhuURERERERFT9rM58jIiIqPDi2NhYpKSkiInE3r17o1u3bggKCoKbmxt0Oh0yMjJw/vx5HDlyBDqdDhKJBL1798aoUaOq7ymqoHv37vDx8UF2djbi4+Nx5coVi9mHdzp06JB4HBISIh6Hh4dj//79AICDBw+if//+NvUxcOBAi7bQ0FA4OztDp9Phjz/+gF6vtyhIY+7o0aPQ6/XidebVpAFgyJAh2LlzJ3Q6HWJiYhAeHl5mP3q9HjExMQBMFanvjD08PBzr168Xn23ChAlWn+3gwYNWn61z585o2rQpUlNTERcXh5ycHItl7+YuX74szsbs1KkTfH19rd6TiGqWykMBdaEeRXoDFE6yii+oQ4rUSQAk3O+RiIiIiIjIQawmHxcvXlzuhdu2bcP27dsBmJJMCxYsQIsWLayen52djUWLFmHnzp04efIkwsPDy60sXVucnJwwZswYMbm2ePFifPXVV2Wem5iYiG3btgEA5HI5Ro8eLbYNGzYM77zzDvR6PTZv3oxp06aVuYfkpUuXsHfvXgCASqXC4MGDLdrd3d0xePBg7N27F+np6diyZQumTp1aqh+DwYDPP/9cfF1WsnjUqFHYuXMnAODTTz/FoEGDSiUoAWDz5s1IT08HYEo0+vj4WLT3798fKpUKWVlZ2LNnDy5duoROnTqV6ictLQ2bN28G8O/7ak4ikWDkyJH45ptvoNPpEBUVhVdffbVUPwCwevVq8XjcuHFlnkNEtUPlqQAAZOcXIUBV/p6vdU2RJgnOroGQypwrPpmIiIiIiIiqnV3VrpOSkrBw4UIIgoB7770XX375ZbmJRwDw8fHB8uXLMWHCBAiCgJUrV9q09LY2zJo1S5yBd+TIEbz22mullinfuHEDM2bMECs+P/bYY1CpVGK7SqUSk4QajQYzZ84sVVQlISEBkZGRMBpNJeCnT59uUWymRGRkpJgkXLJkiTijsoROp8P8+fMRFxcHwDQzcOjQoaX6GTp0KO666y4AQFxcHObPnw+dTmdxzoEDB7B06VIApuTgs88+W6ofuVwOc7yEAAAgAElEQVSOWbNmATCVY4+MjERCQoLFOenp6Zg5cyYKCgoAAA8//HCZsxWfeuopcT/MdevWYdOmTRbtgiDgww8/xO7duwGY9o2cPHlyqX6IqPaoPJQAUO/2fRSMxSjS3ITCraWjQyEiIiIiImq0JIIdmy++++672LBhA5RKJQ4cOFBqplx5NBoNhgwZAo1Gg7Fjx+L999+v7O1rxP79+/Hcc8+Jy5j9/PwwbNgwNG3aFAkJCfjtt9/ExGP79u3xww8/QKlUWvShVqsxfvx4JCYmAgA8PT0xatQoBAYGIiEhAbt374ZWa/ryHhISgq+//hpyedmTT5ctW4Y1a9YAMCUFBw4ciJ49e0Kj0WDPnj24ceMGAECpVGLz5s1lzkQEgHPnzmHq1KnifVu0aIFhw4bBzc0Np0+fxpEjR8Rl8zNnzsTcuXPL7MdgMGDq1Kn466+/xPuOGDECbdq0wa1bt7Br1y6xYE+bNm2wdetWi2Iz5r799lssXLhQfN2zZ08MGDAABoMBBw4cEPexlEqliIqKKjU71FaZmWoYjXVjb9Gq8vf3QHp6vqPDoHqgJsZKWnYB5kUdw5OjOyOsW2C19l2TitRJSP37a/i1mQxX77I/IxsrfqaQrThWyFYcK2QrjpXadft2IgIC6ufe13K5FMXFRkeHQfUAx0rl2fvZIJVK4Otbdq6nPHYlH0eMGIGkpCQMGjQIX3zxRaVvGhkZiX379qFZs2alZvU5UsmsxztnLJrr27cvPvnkE6t7Fd6+fRvTp08XE2hl6d+/P1atWiUWhCmLIAhYsmQJvvnmG6vFeXx8fPDRRx+hX79+VvsBgJiYGMydOxfZ2dlltkskEkybNg2vvPJKuRXO8/PzERkZiePHj1s9p1OnToiKirIoxlOWtWvXYsWKFWKy906urq5YtGiRxdL2ymLykRqjmhgr+mIjZiz/HeMGtcEDA9tUa981KS/1D+Sk7EPQXS9B5uTm6HDqFH6mkK04VshWHCtkK46V2sXkIzUGHCuVV9vJR6t7Ppbn9u3bAEyzA+3h6ekJAMjIyLDr+poSFhaGX3/9Fd9//z327t2La9euITc3Fx4eHrjrrrvwwAMPYMyYMZBKra9WDwgIwI8//ogffvgB0dHRiI+PR15eHjw8PNC1a1dERETg/vvvLzfJB5gSgq+99hpGjRqFTZs2ITY2Funp6ZDL5WjVqhXCw8Px+OOPWyz9tiY0NBS//vorNmzYgP379yMpKQlarRb+/v7o1asXpk6dil69elXYj4eHB7755hvs2rUL27dvx/nz55GTkwNXV1d07NgRo0ePxoQJE8pcSn6nJ598EoMHD8bGjRtx9OhRpKamQhAEBAUFISwsDI8//jiaN2eBCKK6wEkuhaerE7Ly6lfFa606CXKFHxOPREREREREDmTXzMfevXujoKAAoaGhWLt2baVv+vDDD+P06dPw8vIqdxYdUVVw5iM1RjU1VhZ+/Sc8XJ3w4uQe1d53TRAEAclnl8HVuzN8W451dDh1Dj9TyFYcK2QrjhWyFcdK7eLMR2oMOFYqr7ZnPtpVcOb/2bvv6Kiq7YHj30mb9DIhIQUQpIMC0iSCVIHQQ1Mevvd8iA9RiiCCojwB0VgQxQIWRKRZ+NFBEEKXIjV0SAAhIZCQ3iZlkpn5/RG5ZMhMSIZU3J+1WOvOveecu2e4jmTnnLPr1auH0Wjk6NGjxMbGlqrv2bNnOXXqFCqVisaNG1tzeyGEEBVM46YmpRrNfMzLiceoz5FiM0IIIYQQQghRyaxKPnbt2hWA/Px8XnvtNaWYyb0kJiYyZcoUZQ/DPn36WHN7IYQQFUzj7khyRvWpdp2bGQ2Ao6skH4UQQgghhBCiMlmVfBw5ciQuLgV7aJ04cYIhQ4awa9cu9Hq92fa5ubmsWbOGkJAQoqOjUalUBAYGMnToUOsjF0IIUWE07mqyc/Vk5+ZXdiglkpsZja29G7YO5ouDCSGEEEIIUVFOnDhGp05t6dSpLe+9N6vc7rN27f/x/PPP0qtXF3r2fJIRIwazZ8/OcrtfaaWkpFR67Y/x48fQqVNbhg2TrZkqklUFZzQaDTNnzlSqI1+9epVx48bh7OxMo0aN8PX1xdHRkezsbOLi4oiIiECn0ykzHt3c3Pjqq69KVJhECCFE5dO4OQKQnJ5DoE/p9/ioSEajkVxtNGqXOvcs7iWEEEIIIcSDYOHCz/nxx2Um52JiruPhUfm/jDcYDKxfv4ZFi77ivfc+srp4sai+rEo+AgwcOJDc3FzmzJmDTqcDQKvVcvLkySJtC9e0CQgIYO7cuTRs2NDaWwshhKhgGnc1AMkZuVU++ajPS0efl4HatXZlhyKEEEIIIUS5y8rS8ssvKwFwc3Nn3LhXqFevPlptJk2bNq/k6GD79q188smHlR2GqERWJx8Bhg8fTtu2bVm4cCG7du1Cq9ViqXi2i4sLw4cPZ8KECcqSbSGEENVD4ZmPVV2uNgYAB5dalRyJEEIIIYQQ5S86OlrZBi8kZCj9+w+q5IhMGQxSifrv7r6Sj1BQ+Xru3Lnk5eVx7NgxIiIiSExMJC0tDQcHB2rWrEmzZs1o164darW6LGIWQghRwTzdHFCpILkaVLzWaWNQqexwcKpZ2aEIIYQQQghR7nJyspXjgIDASoxECPPuO/l4m729PUFBQQQFBZXVkEIIIaoIWxsbPF3V1aLida42Bgdnf1Qq28oORQghhBBCiHJXeGahra38G1hUPWWWfBRCCPFg07ipq/zMR6MhH112LG4+j1d2KEIIIYQQQtzTe+/NYuvWzTRo0IgffviR69ejWbXqJ44cOURCQgKOjo7Ur9+A4OB+9OnTHxsbmyJ9CwsNnU1o6GwA3nxzJn37mlZ1Pnv2DBs3ruXkyRMkJiZiZ2eHv78/7dp1YNiwEfj5+RUbr06nY8+enfz22xaioq6SnJyEi4sL9es3onfvPgQH91NiPHHiGBMnjjXpX/j1/v3Hiox/7dpV1qxZxfHjR0hIiMdoNOLrW5PWrdsydOgz1Kv3cLHxZWRksGHDGnbv3smNGzGAkQYNGjF48DB69OhVbF9RfiT5KIQQokS83B25Hp9Z2WEUS5cVC0YDahcpNiOEEEIIIaqXPXt28u67M8nJubPaSKfLJTz8OOHhxwkL+42PPpqPg4NDqcfOz89n/vyPWb9+tcl5nS6XK1cuc+XKZdauXcUrr7zGoEFDzI5x/Xo0b701lT//vGJyPjU1lePHj3D8+BE2bVrPRx/Nx83NrdQx/vDDdyxZskjZv/K26OgooqOj2LhxHc89N5rnnx+DSqUq0v/SpQhee20iSUlJJudPnjzByZMnOHjwd4t1SkT5sph8nD59unKsUqkIDQ01e+1+3D2uEEKIqkvjpub05USMRqPZ/9lXBbeLzail2IwQQgghhKhGbt2K4513/oeNjQ0jR/6bxx8Pwt7entOnT7J8+RK0Wi3Hjh1h1aof+ec//wPA6NFjefrpf3Dx4gU+/PDdv869SKdOnQGoWfPOLMYPP3xXmSXZrNkjDBw4mHr16pOXp+PcuTP83//9TGJiAnPnhuLg4ECfPv1N4ktJSeGll0aTmpoCQKdOnQkO7oePT01iY2/wyy8/cuHCOc6cOcU778xg7tzPaNKkGUuWrGT//n0sXvwNAK+/PoMmTZoWef+LF3/DkiWLAKhbtx6DBw+nUaPGAERGRrB69c9cvx6ttBk9+kWT/gkJ8YwfPwatVotKpaJPn/706NELFxcXLlw4z4oVP7Bt21aTmaOi4lhMPq5bt87kh8vCScK7r90PST4KIUT1oHF3RJdvQJuTj6uTfWWHY1ZuVgy2Dp7Y2rtWdihCCCGEEEKUWEZGOk5OTixc+B0NGzZWzrdo0YpWrdrw0kvPYzQa2bp1s5J89PPzw8/Pj4yMDKV9zZp+Jv0B9u3boyQehw0bwcSJr5ok4Vq1ak3//oOYOHEsV65c5pNPPuSJJzrh4eGptPnii0+UxOO4cZP4xz/+qVxr3vwRunbtwWuvTeTYsSMcOnSAU6fCadnyMRo2bMylS5FK28DAWkXii4i4yNKliwHo2rU7M2e+h739nZ83Hn20Jf37D2TatFc5fvwIP/zwHd279zRZgr1w4edotVoApk17iwEDQpRrjzzSgh49evLyy/8lJia62L8HUT6KTfkajUaLU1JvX7ufP0IIIaoPjZsagOT0qll0xmg0otPGyKxHIYQQQghRLQ0ePKxIYg7gkUcepX79hgBERV1Dp9OVatyffloGgL9/IOPHTzI7+8/Dw5MpU94AIDs7m02b1ivXMjMz2bUrDChIVBZOPN5mZ2fHhAmvKq8PHz5U4vh+/nkFBoMBJydn3njjbZPE421qtSPTp7+NjY0NRqORNWt+Ua5lZGQo8bVt294k8XibRuPNtGlvljgmUbYsznwcP368xU7FXRNCCPFg0rg7ApCcnkudmqXfw6W86fPS0edlSPJRCCGEEMIK6QcPkLZ/X2WHoVCpVOU+acmjU2fcn+hYrvcojXbtOli8FhgYyOXLBTMIs7OzSrzvY3p6OmfPngGgdes22NlZLv3x6KMtcXV1IzMzg+PHjyozLA8fPkh+fj4AwcF9LfavX78BS5asJCAgEBeXkq1EMhqN/PHHQQCaNWuOq6vlfn5+ftSrV58rVy5x7NhR5fzhw4eUfSJ79gy22L9167b4+wcSG3ujRLGJsiPJRyGEECWicf9r5mNG1Zz5eHu/RwdJPgohhBBCiGooICDQ4jUnJ2fl+O6CLMW5fDlSSeL++utGfv11Y4n63bx5J0F3/fqdpcqNGjUptp+5mZvFiY29SUZGOgDHjx+lU6e2Jex3J76oqGuF7t+o2H5NmzaT5GMlkGrXQgghSsTdxQFbGxXJ6bmVHYpZOm0MKpUdDk41KzsUIYQQQohqx/2JjlVqFqCdnQ35+YbKDqNCOTo6WrxWuO5GaWaEpqamWhVL4X0kk5PvVI92d/c019xqaWnWxafX68nK0uLs7FKq+DQajVX3E/fHquTj559/TkhICHXq1CnreIQQQlRRNioVXm7qKj3z0cE5AJXKtrJDEUIIIYQQokrQ6/OV4+eeG03Xrt1L1M/G5s6/qUsz07K0Co/dr99Ahg17psR91eqCZG1pCiLb2socvMpg1ae+cOFCvvrqKx577DEGDx5Mnz59il2XL4QQ4sGgcVNXyZmPRkM+uuxY3Hws75MjhBBCCCHE3427u4dybDAYSr0s+u4x0tNT8fPzK5PYCsZ2V451Op1V8Xl711COU1OTi43v9hJvUbGKrXZ9L+Hh4bz99tt06tSJKVOm8Pvvv0sVayGEeIBp3B2rZLVrXVYsGA1SbEYIIYQQQohC6tdvoByHhx8vtq1er2fJkkVs3ryes2dPK+fr1q2nHF++fKnYMV5++QX+9a+nmTs3tETxBQTUUpabnzx5AoOh+KX2P/20gvXr13D06GHl3MMP11eOL1w4X2z/S5ciShSXKFtWJR+feOIJpby50WgkJyeHLVu2MGbMGLp06cK8efO4cuVKWccqhBCiknm5q0nJyMVQxX7RdLvYjCQfhRBCCCGEuKNGDR/q1XsYgLNnT3P+/FmLbXftCmPx4m/44IN32bhxnXK+deu22NoWLMMOC/vNYv/ExATOnDnF1at/kpOTrZwvblm0nZ0drVsXFJlJSIhn9+6dFtuePXuaBQvm8/HH77N8+RLl/OOPBykFebZs2WhxUtyVK5e5dCnS4vii/FiVfPz+++/Zu3cvr7/+Os2aNQNQEpEJCQl899139O/fn2HDhrFy5UqrNzgVQghRtWjcHNEbjGRodZUdioncrBhsHTyxtZctQIQQQgghhChsxIh/KsfvvPM2CQnxRdrExt7kyy8/BQqShYX3XvTx8eXJJ7sCcPToYTZvXl+kv8Fg4KOPQpXEX//+Ico1BwcH5Tg7O7tI38LxffrpR1y9+meRNunp6XzwwRzl9bBhI5RjR0dHBg0aAhTMfPz++2+L9NdqM3n//XeKnBcVw+qdNmvUqMGoUaMYNWoUV65cYePGjWzevJkbN+6ULD937hznzp3jgw8+oFu3boSEhNClSxclYy6EEKJ60birAUjOyMXDVV3J0RQwGo3otDGoXR+q7FCEEEIIIYSocvr2HcDevbs4eHA/MTHR/Oc//+Dpp0fSqlVr9Ho9586d4Zdf7kwce/rpf9CoUROTMV55ZQonTx4nNTWVDz98jxMnjtOjRy88PDyJiYlm9epfuHixYMlz7959eOyxNkrfwnsy/vzzCtzd3TEYDLRo0QqVSkXr1m0JCRnG+vWrSU1NYcyY5xgy5Gnat++AnZ0dly5F8NNPK7h1Kw6Azp270blzV5P4Ro9+kd9/38ONGzEsWbKIyMiLDBgQgpeXN3/+eZmVK5cSE3MdJycnswlQUb7KpMxP/fr1mTx5MpMnT+bYsWNs2rSJ3377jbS0NADy8vIICwsjLCwMLy8vBgwYQEhICE2bNi2L2wshhKggGreC/ViS03Oo5+9+j9YVQ5+Xjj4vQ5ZcCyGEEEIIYYZKpWLOnA94//057NixjbS0NBYt+sps2yFDhjNu3KQi5318fPn88294/fVXiY29wfbtW9m+fWuRdt26PcXrr//P5FzTps3w9a1JfPwtwsOP89JLowFYtWoDAQGBAEyePBW12oFVq34iOzublSuXsnLl0iLjd+nSjbffnlPkvJOTEwsWLGLq1Fe4dCmSAwd+58CB303aBAV1pGZNP9avX2PhkxLlpcxrjLdt25a2bdsyY8YM9u7dy6ZNm9i7dy85OQUFCpKTk1m2bBnLli2jUaNGbNiwoaxDEEIIUU6UmY9VqOL17f0eHST5KIQQQgghhFlqtSOzZr1HSMhQfv11I6dPnyQpKRGDwYC3dw1atGjFoEFDaNGilcUxHn64PitWrGLTpnXs2bOLq1evkJmZibu7B82aNWfAgMF06tTZ7L3nz1/AwoWfc/r0KbKzs/Dy0hAff0tJPtra2jJhwqsEB/dnw4Y1hIcfJz4+nrw8HV5eGpo3f4R+/QYSFNTJYnw1avjwzTc/sH37Fn79dRPR0dfQ6XTUrl2Hvn0HMGTI08yfP/f+P0xRaipjBZSnzsrKYvfu3Wzfvp0dO3ZgMBgwGo2oVCouXLhQ3rcXf1NJSZkYDFWrKIa1fHzcSEjIqOwwRDVQ3s+K0Whk7Ly9dG8dyDPdG5bbfUojJWYbmYnHqdXydVQq2dajJOQ7RZSUPCuipORZESUlz0rFiouLws+vem5NY2dnQ35+8ZWPhQB5Vqxh7XeDjY0Kb+/S77NvVcGZ0sjPz+f48eMcPXqU8PDwe5ZNF0IIUXWpVCo0buoqN/PRwTlAEo9CCCGEEEIIUQWV+bJrKJgZc+jQITZt2kRYWBhardbkGkCtWrUICQmxNIQQQogqSuPuSHJGTmWHAYDRkI8uOxY3nw6VHYoQQgghhBBCCDPKNPl4+vRpNm/ezJYtW0hKSgLuJBsBnJ2d6d27N4MHD6Z9+/ZleWshhBAVROOm5nxUSmWHAYAuKxaMBik2I4QQQgghhBBV1H0nH69evcrmzZvZvHkz0dHRgGnCUaVS0a5dO4YMGULv3r1xcnK631sKIYSoRF7ujqRm5qI3GLC1KffdO4p1u9iMJB+FEEIIIYQQomqyKvkYHx/Pli1b2LRpE+fPn1fOF0461q5dm0GDBjF48GACAwPvP1IhhBBVgsZdjdEIaZk6NO6OlRqLLusGtg4e2NqXftNjIYQQQgghhBDlz6rkY9euXZVEY+GEo4uLC71792bIkCG0bdu2bCIUQghRpWjcChKOyem5lZ58zM26iYNzQKXGIIQQQgghhBDCMquSjwaDAZVKhdFoRKVS8fjjjxMSEkJwcDCOjpX7g6gQQojypXFXA/xVdMaj0uLQ52eh16WirtGm0mIQQgghhBBCCFE8q/d8rFOnjrKs2t/fvyxjEkIIUYUVnvlYmXRZNwFk5qMQQgghhBBCVGFWJR9XrFghy6qFEOJvytnRDkcHW5LTcyo1Dkk+CiGEEEIIIUTVZ1WZUkk8CiHE35vG3ZHkjEqe+ai9iZ26Bja26kqNQwghhBBCCCGEZVYlH4UQQvy9adzUVWLmo8x6FEIIIYQQQoiqzeKy6+nTpyvHKpWK0NBQs9fux93jCiGEqB407mqi4zMr7f75unT0+ZmoXST5KIQQQgghhBBVmcXk47p161CpVMrrwknCu6/dD0k+CiFE9aNxcyRdqyMv34C9XcVPor+z36MUPBNCCCGEEEKIqqzYnxiNRiNGo7HYa/fzRwghRPXk5V6wz2JKZuXs+1iQfLTB3smvUu4vhBBCCCGEEKJkLM58HD9+vMVOxV0TQgjx4NO4OwKQkp6Dr6dThd9fl3UTeydfbGzsK/zeQgghhBBCCCFKTpKPQgghSk3jVjDzMTm94mc+Go1GdFk3cfJsVuH3FkIIIYQQQghROlLtWgghRKndnvmYnFHxFa/zdSkY9DmopdK1EEIIIYQQQlR5knwUQghRamp7W1wc7Spl5qNOe7vYjCQfhRBCCCGEEKKqk+SjEEIIq2jcHUlOr/iZj7qsG6hUdtg7+VT4vYUQQgghhBBClI7FPR+//PLLCglA9o8UQojqSeOmJjmjEmY+Zt3E3qkmKpVthd9bCCGEEEIIIUTpFJt8VKlU5R6AJB+FEKJ60rg7cvlGWoXe02g0oMuOw8X7sQq9rxBCCCGEENZ6771ZbN26+Z7tbG1tcXZ2wdfXl8aNm9K//yBatGhVARGKyrZlyyZCQ2cD8PnnX9O6ddtKjqhsWUw+QkFF0ZJSqVTFtjd3vSKSm0IIIcqHxl2NNief3Dw9avuKmYWYl5OI0ZAnxWaEEEIIIcQDR6/Xk5GRTkZGOleuXGbLlk0MG/YMkyZNrezQhLgvFpOPgwcPvmfnI0eOcPPmTSWp2KZNG1q0aEFgYCAuLi7odDoSExM5d+4c+/fvR6fToVKpaNOmDX369Cm7dyGEEKLCadz+qnidnoO/t0uF3FOXJcVmhBBCCCFE9fX66zNo0qSp2Ws6XR63bsVx4MBetm//DaPRyOrVvxAQUIunn/5HBUcqRNmxmHx8//33i+24bt06NmzYAEDHjh2ZNWsWtWvXttg+JSWF9957j82bN3P8+HG6du3KCy+8YGXYQgghKpvGXQ1AckZuhSYfVTZq7NTeFXI/IYQQQgghylJgYC0aNmxs8Xrz5o/QvftTdOrUhbffno7RaGTZssUMGjQEtVpdgZEKUXasqnYdHR3N7NmzMRqN9OjRg0WLFhWbeATw8vLi448/ZujQoRiNRj799FPOnDljVdBCCCEqn5f7nZmPFUWXdRMHZ3/ZtkMIIYQQQjzQunV7ik6dOgOQmprK8eNHKzkiIaxnVfJx2bJl5OTkoFarmTNnDjY2JR/mzTffxNXVFYPBwPLly625vRBCiCrAy7XgN68p6RVT8dpoyEeXHSdLroUQQgghxN9CmzbtlOOYmOuVGIkQ96fYgjOW/P7776hUKtq3b4+Xl1ep+rq4uPD444+zc+dOjh07Zs3thRBCVAH2dja4uziQnFExMx912bfAaJBiM0IIIYQQ4m/BYDAox/n5+WbbXLt2lTVrVnH8+BESEuIxGo34+takdeu2DB36DPXqPVzsPfR6PYcO7efXXzdx5colEhMTcHBQU6/ew3Tv3pOBAwdbXO6t1+vZs2cXYWFbuXDhPOnpaTg5OVO7dh2CgjoyZMjTuLu7m/TZu3c3b71VUEBn7Njx/POf/7EYW1xcHMOHD8BoNDJo0BCmTn3T5Hp+fj5btmxiz56dXL58ifT0NFxd3WjQoCFdu/agX7+B2NvbFxk3NvYmw4cPBCA09GO8vWvw5ZefEBERgVqtpm7dekyZ8gYNGjRU+uTk5LBu3Wp+/30P0dHX0Gq1uLt70KRJU3r2DKZ7957FTswzGo0cPLif9etXc+XKZVJTU/H1rUm3bj149tnnLPZ7UFiVfIyLiwOgRo0aVt309sOXmJhoVX8hhBBVg8ZNTXIFzXyUYjNCCCGEEOLv5OTJcOW4Tp2Hilz/4YfvWLJkEXq93uR8dHQU0dFRbNy4jueeG83zz48xu21RUlIiM2e+ycmTJ0zO63Q6zpw5xZkzp9iwYQ0ff/wFfn5+Jm3i4mJ5++3pnD9/1uR8Xl4a586d4dy5M/zyy4/MnPkuHTo8oVzv2PFJPDw8SEtLY8eO7cUmH8PCflMKHAcH9zO5FhNznTfeeJVr166anE9NTeHYsSMcO3aE//u/n3j//Y+pU6euxXtcuhTB7NlvkZub+9d7z+Xy5UsEBAQqbS5cOMebb04lISHepG9SUiIHDvzOgQO/s2bNL8yZ85HZPFlubi6zZ89g377dd72HaJYvX8K2bVvo23eAxRgfBFYlH+3s7NDpdEoSsrSuXi14OJycnKzqL4QQomrQuDsSl5xVIffSZd3Exs4ZWwePCrmfEEIIIYQQleXo0cMcOLAPAE9PT9q2bW9yffHib1iyZBEAdevWY/Dg4TRqVFDIJjIygtWrf+b69WilzejRL5r0z83NZeLEsURFXQOgVavWDBw4mMDA2iQmJrBhw1qOHDnEtWtXeeONV/nuu2XY2RWkkFJSUpg0aRwxMdEAtGjRikGDhlCrVh3S09PYt28PW7ZsJCMjnddfn8zHH39Ou3aPAwX5pKee6s2aNau4fDmSa9euUrduPbOfQVjYVgBq1arNo4+2VM4nJSUybtwLJCUlYWtrS//+A3niic5oNBqSk5PZt283v/32K1FR15gwYSyLF6+wOHlu6dLF2NnZ8+KL42nV6jFu3IghJSUFZ2dnAP788woTJ44lOzsbR0dHQkKG0b59B9zc3Lh1K44dO7azZ89Ozpw5zeTJL/PNNz8ofW+bM+d/SuKxfv2GjBjxLHXq1CUxMZ7169dw9Ohhli373udAhLkAACAASURBVGx8Dwqrko/16tXj7NmzHD16lNjYWPz9/Uvc9+zZs5w6dQqVSkXjxpYrPAkhhKj6NG5qzl9LrpB7FRSbCZBiM0IIIYQQ4oGj1+vRajOJibnOvn17WLXqR2VG47hxk3B0dFTaRkRcZOnSxQB07dqdmTPfM1le/OijLenffyDTpr3K8eNH+OGH7+jevafJEuylSxcricdhw55h0qSpJvF06dKN0NDZbNmyicuXI9mxY5sy+/Dbbxcoicdhw0bwyitTTP6NHhTUke7dezBt2mTy8vKYM+dtVq3aoLyH4OB+rFmzCoAdO7bxwgtji3weV65c5s8/ryjtC/v44/dJSkrC0dGRefO+oE2bNuTn31mi3rHjk3Tr9hTTpk0iKSmRL76Yx+zZ75v93A0GA5MmvcbAgYOVz66wOXP+R3Z2Nl5eGr744huTRGnTps3p2rUHGzeu46OP3uPq1T9ZunQxL700QWlz9Ogf7NmzC4A2bdozd+58HBwcCn3O3Zk//2NWr/7ZbHwPCqsKznTt2hUoWF//2muvkZNTsv2+EhMTmTJlijJttk+fPtbcXgghRBWhcXckR6cnK8f8HjRlxaDXkZeTKEuuhRBCCCFEtTZx4lg6dWpb5E+XLo/Tt28Pxoz5DytW/IBOp0OtVjNlyhv06dPfZIyff16BwWDAycmZN9542+y+hmq1I9Onv42NjQ1Go5E1a35RrhmNRjZv3gBAYGAtxo+fbDbWceNeUcY+cuQPoGDW45Ytm4CCWXwTJkw2OzmgXbsO/OtfowBITk5i69bNyrWmTZtTt25BInTHjm1m7719e8GsR5VKRe/efZXz0dFR7N9fMCN0xIh/0rLlY2b7d+jwBP36FezruHv3ThITE8y2U6vVRT7f244e/YNLlyIBePHFcRZnaA4cOFiZmbp+/WqT/Tk3bFgLgK2tLdOnv22SeLxt/PhJ1KpV2+zYDwqrZj6OHDmSJUuWkJWVxYkTJxgyZAivvfYaXbp0wdbWtkj73NxcNm/ezKeffkpSUhIqlYrAwECGDh16329ACCFE5dG4F2w+nZyRg7Oja7ndJy87DjDi4FzymfZCCCGEEKLkMpNOoU0+WdlhKFQq+GveUrlx0bTC1bvlvRtWIAcHB+rXb0iHDk8wYEAIvr41Ta4bjUb++OMgAM2aNcfV1fK/wf38/KhXrz5Xrlzi2LGjyvnz58+RnJwEwFNP9VaWU9/Nw8OTxYuX4+1dAw8PTwBOnDiqzMgcMGCQ2RzQbYMHD+P7778F4I8/DjB48DDlWnBwX77++ktiYq5z8eJ5mjRpZvIed+7cDkDLlo/h739nAsIffxxQJrTdXsptSYcOHdm0aT0Gg4ETJ47Tq1dwkTaNGjUxm7wFOHjwgHJ8r3sFBXXk2LEjaLVaLlw4x6OPtiQ/P5+jRw8DBTMq79438zY7Ozt69eqjfFYPIquSjxqNhpkzZzJt2jRUKhVXr15l3LhxODs706hRI3x9fXF0dCQ7O5u4uDgiIiLQ6XTKA+Lm5sZXX31lNuMrhBCi+tC4FSydSE7PpZZP+SUfddkFeww7OJn/H7YQQgghhBDVweuvz6BJk6bK6+zsbC5cOMePPy4jKSkJBwcHevYMZvjwEWZnFMbG3iQjIx2A48eP0qlT2xLdNzb2hnJ8/XqUctyoUZNi+z38cAOT17eXQgM0b/5osX29vDQEBARy8+YN/vzzT5NrvXv35dtvF2IwGAgL22aSfDx9+iRxcbFAQZKysMjICOV43Lj/Fnv/wm7ejDF7/u7kbmGXLt2519Ch5mdHmr/XDR59tCWJiYlotVoAGjRoVGyfpk2bl3j86siq5CPAwIEDyc3NZc6cOeh0OgC0Wi0nTxb9TYmx0K8rAgICmDt3Lg0bNizSTgghRPVSeOZjedJlxWFj64StvXu53kcIIYQQ4u/K1btllZoFaGdnY7KP34MiMLAWDRua1r9o0aIVPXr0ZuLEF4mOjuLzz+cRFXWVqVPfLNI/LS3Vqvvq9XqysrQ4O7uQnHxnz3YPj9IVc0xLS1OOvbw092yv0Xhz8+YN0tNN4/bx8aVNm3YcPXqYXbvCGDfuFWxsCnYGDAv7DShYEt2t21N33d+695+RkWH2vIuLi8U+qanW3qsgOZySkqScu9fnrNF4W3Wv6sLq5CPA8OHDadu2LQsXLmTXrl1otVqTRGNhLi4uDB8+nAkTJhT7lyuEEKL68HB1QKUqmPlYnnTZcTg4+0mxGSGEEEII8UCqUaMGH300n+ef/ydZWVo2bFiLn18A//rXf0za3V7yDNCv30CGDXumxPdQqx2LjFFaRmPhhPC9/21++14qVdGSI3369Ofo0cMkJMRz6lQ4jz3Whvz8fHbv3gHAk092xcXF1ex4AN9++wP29vbY2tqg1xefqPb09DJ7vrifL/T6/L/6evLppwuKHb+wGjV87zn23SwtfX9Q3Pe7q1evHnPnziUvL49jx44RERFBYmIiaWlpODg4ULNmTZo1a0a7du1Qq9VlEbMQQogqwtbGBk9XNSnp5Tfz0WjQk5cTj6NPh3K7hxBCCCGEEJWtVq3avPrqNN59dyYA3333Fe3atTdZkuzufmclkE6nKzKLsiQKj1F4JmPJ+t6ZwZeSkmRxH8M7bZKL3PO2zp274ezsQlaWlp07t/PYY204fPiQEtPdVa4B3NzcTY5r165TbrNkb7/XjIwM6tSpW+qclrd3DeX49udgSXp66f4eqpsyS63a29sTFBREUFBQWQ0phBCiGtC4q0nOKL+Zj3k5CWA04OAs+z0KIYQQQogHW3BwP/bs2cn+/fvQ6/WEhs7m++9XKjPjAgJq4ejoSE5ODidPnsBgMCjLlc356acVODk5ERhYSymacrvSNMDly5F06dLNYv9Zs94iMvIiDz1Ul9DQj2nQ4M4WeufPny12r8LExERl78aHHqpb5LqjoyPduvXg11838vvve5gy5Q2l0Iy3dw2zRV4efrg+O3cWHJ84cYzatetYvP/Fixc4evQwAQEBPPpoy2L3dzTn4Yfrc+7cGfR6PadOhdO+veXJEEePHuby5Uv4+/vTqlUbPD090Wi8cXf3ID09jQsXzhd7r9tVtR9Ulp9QIYQQogQ0bo4kl+PMRyk2I4QQQggh/k5ee226sl3dn39e4eefVyjX7OzsaN26oMhMQkI8u3fvtDjO2bOnWbBgPh9//D7Lly9Rzjdt2kwZf9euMAwG87MGc3Nz+eOPA0RHR5GWloZKpaJ167ZKInTTpg0W+wJs2LBGObZULfr27MakpCROnQrnwIF9APTq1cdsJe3HH78z4W3t2lXk5+dbvP+33y7gm2++ZObMN7l584bFdpYUTjauWvWjxXZGo5H58+eyYMF8Zsx4nZycbABsbW158skuAFy4cI4rVy5b7L99+9ZSx1edSPJRCCHEfbk989HSnr/3S5cdh8rGHjv1g70JsxBCCCGEEAA1avjwwgsvKa9/+OE7YmNvKq9HjPincvzppx9x9appJWmA9PR0PvhgjvJ62LARyrGDgwMDBw4BICrqGosXf2M2ji+/nE9mZiYAAwaEAAVFZnr16gMUzJpcsOAzs32PHTvCihU/AAX7LQYHm68W3apVa/z9AwH44otPlerQ5pZcAzRp0oxWrVoDcOXKZT7/fJ7Zn0PWr1/NkSN/ANCwYSNatnzM7HjF6dy5GwEBBbH98cdBVq5carbd119/SVTUNQCefLILfn7+yrVhw55Rkqjvvvu22cI3y5cv4eLF4mdGVnf3vew6JiaGvXv3cv36dbKyssjPzy/xD6AqlYrQ0ND7DUEIIUQl0rg5kpdvIDM7DzdnhzIfPy8rFnunmlJsRgghhBBC/G0MGTKcrVs3Exl5kZycHD755EPmzi1I9LVu3ZaQkGGsX7+a1NQUxox5jiFDnqZ9+w7Y2dlx6VIEP/20glu3ClYQde7cjc6du5qMP2rUf9m/fy/Xr0ezdOliLl2KoG/fAfj41CQu7iabN2/g6NHDQEGCsHfvvkrf8eMnER5+nNjYm/zyy0ouXjzPoEFDqFWrNunp6fz++x42b96AXq9HpVIxY8Zss3s+QkFeKDi4L0uWLCIi4gJQkCysX7+Bxc/m9ddn8MIL/0Kr1bJ27f9x6VIkISFDqVWrDsnJiezevVOpmG1vb8+0aW9Z9bOEra0tM2bMZuLEseTn5/PVV19w8uQJ+vYdgK+vH/HxcWzZsolDhw4ABXtQTpw4xWSMhg0bM3Lkv1m+fAmXLkUyatRI/vnP52jYsAlpaals2bKJPXt24uTkRHZ2dqljrC6sTj7m5uYyc+ZMNm7ceF+zXST5KIQQ1ZvGvWDj5eT03DJPPhqNRnTZt3DRtCzTcYUQQgghhKjKbG1tee21Nxg79nkMBgOHDh1g9+4ddOv2FACTJ09FrXZg1aqfyM7OZuXKpWZn5nXp0o23355T5LyzszOfffYVb7zxKpGRERw8uJ+DB/cXadeqVWvef3+eyb6S7u4efPHFt7z55hQiIyM4dSqcU6fCi/T19PTif/97x2SptDnBwf1YsmSRyevi1K5dhy+//JY335xKbOxNzpw5xZkzp4q0c3NzZ+bMd4vdl/JeWrRoxdy5nzFr1pukpaVx6NABJdlYmK9vTUJDP8bfP6DItTFjXkav1/Pjj8uIi4vl448/MLnu4eHBuHGTCA2dbXWcVZ3VyceJEyeyb9+++0o8yiwWIYSo/jTujgAkZ+TwkJ9bmY6dn5uM0aCTYjNCCCGEEOJvp1mzRxg4cDDr1xfsnfjZZ/No374DLi6u2NraMmHCqwQH92fDhjWEhx8nPj6evDwdXl4amjd/hH79BhIU1Mni+L6+NVm0aBnbt29lx47tREZeJCMjHWdnFxo1akyfPv3p2TPYbEEbPz8/Fi1axo4d29i5M4yIiAukp6fh7u5OYGBtunV7it69+1qc8VhYYGAtWrRoxenTJ7G1taVnz+B79mnYsDErVvwfv/66kf3793L58iXS09NwcFBTu3YdnniiE0OGDMfLS3PPse6lXbvHWbVqA+vXr+Hgwf1ERV0lIyMDJydn6tV7mCef7EJIyFCcnV3M9lepVLz88kS6dOnOqlU/cv78OZKSEvD09CIoqCPPPTea5OSk+46zKlMZrcge7tu3jzFjxqBSqTAajbi6utK+fXtq1aqFq6trsZWW7jZ+/PjS3l6IEklKysRgKJ896Cqaj48bCQlF94YQ4m6V8aykaXVM/mI/z/ZsRI82tcp0bG3KOZKurcGv8X9xcPa/dwdRIvKdIkpKnhVRUvKsiJKSZ6VixcVF4ef3UGWHYRU7Oxvy8y0XMxHiNnlWSs/a7wYbGxXe3q6l7mfVzMcNGzYox0FBQXz66ad4enpaM5QQQohqzt3ZHns7G5LSyr7idV52HGCDvaNPmY8thBBCCCGEEKL8WVXtOjy8YC2/Wq3mk08+kcSjEEL8jalUKjTujiSmlf0GybqsOOydfFDZ3Hd9NCGEEEIIIYQQlcCq5GNSUhIqlYoOHTrg5eVV1jEJIYSoZmq4q0lKL9uZjwXFZuJwcJL9HoUQQgghhBCiurIq+ejk5ASAt7d3mQYjhBCievL2cCzzZdf6/EwM+VpJPgohhBBCCCFENWZV8jEwMBCA+Pj4Mg1GCCFE9eTt7kh6Vh66PH2ZjZmXFQuAvVS6FkIIIYQQQohqy6pNtLp168a5c+c4fvw4GRkZuLm5lXVcVcrp06f5xz/+QX5+PuPHj2fChAnFttfpdKxevZqtW7cSERFBVlYWNWrUoEmTJgwZMoRevXqV+N7Hjx/nxx9/5MSJEyQkJODi4kKtWrXo3bs3w4cPL/Gy96SkJJYvX86ePXuIiorCYDBQs2ZN2rVrxzPPPEOLFi1KNI7BYODXX39lw4YNnDt3joyMDLy8vKhfvz4DBw5k4MCB2NmV7LGKiIhgxYoVHD58mLi4OBwcHPD396d79+6MGDECf3+pbCtEdeHt4QhAUnoO/t4uZTKmLjsOQGY+CiGEEEIIIUQ1ZlXycfjw4SxdupTMzEzmz5/P//73v7KOq8rIyclh2rRp5Ofnl6j9zZs3efHFF4mMjDQ5HxsbS2xsLLt376Zz587MmzcPd3d3i+MYjUbef/99li5danI+NTWV1NRUzp49y7Jly5g3bx6PP/54sTEdOnSISZMmkZqaanI+KiqKqKgo1q5dy+jRo5kyZQoqlcriOOnp6YwbN44jR46YnI+Pjyc+Pp5Dhw7x008/8fnnn98zcfjdd9/x6aefmnyuubm5ZGRkEBkZyYoVK3j33Xfp06dPseMIIaoGb/fSJR/1GRlkHD1MVsRFHOs9jGur1jj4mSYZdVlx2Kk12NiqyyVmIYQQQgghhBDlz3bWrFmzStvJ1dWVwMBAwsLCOHPmDAkJCTRr1gxXV9dyCLFyhYaGsm/fPuV1+/btLSb7MjMzGTlyJFeuXAGgRo0aDB48mO7du+Pr60t0dDT5+flERUVx7tw5+vfvj42N+ZXvH3/8MUuWLAHA1taWHj160L9/f5o1a0ZiYiLp6elkZWWxfft2unXrZnH/zfPnz/Of//wHrVYLQMOGDRk6dCgdO3bEwcGB69evYzQaOXHiBCqVivbt25sdJz8/n+eff55jx44B4ObmxsCBA+nVqxe1a9fm+vXr6HQ6bt26xcGDBxk0aBAODg5mx/rpp58IDQ3FYDAA0LFjR0JCQmjVqhUZGRkkJSWh0+nYsWMHrVu3pnbt2mbHuZfsbB1Go1VdqxwXFzVZWbrKDkNUA5X5rIQdi6FRbU/q+ln+xYohN5e47xcRt/R7tKdPoc/KQht+nNRdO8g8GY5z0+bYuhQkL1Nv7kTt7I+zV7OKegt/G/KdIkpKnhVRUvKsiJKSZ6ViZWam4erqWdlhWMXGRoXB8ID8QCfKlTwrpWftd4NKpcLZ2XyupzhWzXzcuXMnjo6ODBw4kPXr17Nq1SpWr15NvXr1eOihh3B1dbWYVLs76NDQUGtCqBD79+/nxx9/LHH7Tz75hGvXrgEFScoFCxaYzG68evUq//3vf7l+/ToHDx5k1apVjBw5ssg4p0+fZvHixQA4OzuzaNEi2rZtq1x/9dVXmTVrFmvWrEGr1TJjxgxWrVpVZByDwcAbb7xBbm4uAKNGjWLatGkmfze7d+9m4sSJ6HQ6FixYQO/evWnYsGGRsZYuXcqJEyeAggTm4sWLqVmzpnL9lVdeYezYsZw9e5bIyEgWLlzI1KlTi4wTGxvLBx98AICdnR3z5s0jODjY5L19/vnnLFy4kPz8fN588022bdtmMZEphKgavNzU2KhUxVa8NubnE/v1ArRnz+D1VC/cn+iEunZt8pISyQwPJ2nTeq6//y6Br0zGoZY/el0q9t6tK/BdCCGEEEIIIYQoayqjsfRzw5o0aVJkea7RaCx2ya4lFy5cKHWfipCWlkb//v2Jj4/H3t6evLw8AIt7PiYmJtK1a1fy8vJwdnZm586daDSaIu0iIyMZNGgQBoMBX19fdu/eXWSPxLFjx7J7924AZs+ezYgRI4qMo9frefbZZwkPDwfg22+/pUuXLiZttm/frsT62GOP8fPPP5t9rytXruSdd94BIDg4mM8++8zkuk6no3PnzqSkpGBjY8OmTZto0KCB2c+gV69eaLVanJyc2LVrV5HP4N1332X58uUAjBkzhilTppiNadKkSWzduhWAt99+m2effdZsu+IkJWU+ML/98PFxIyEho7LDENVAZT4rUxcepFFtD/47oHmRa0ajkVtLviP94AF8//UfPLt0LdJGF3uTmPnz0Gdm4vPiM6Tr9+NTfyRO7kW/b8T9ke8UUVLyrIiSkmdFlJQ8KxUrLi4KP7+HKjsMq9jZ2ZCfb6jsMEQ1IM9K6Vn73WBjo8Lbu/Srnq2qdg0FP0gW/mPu3L3+VGWzZs0iPj4eJycnRo8efc/2mzdvVhKUw4YNM5t4BGjUqBE9e/YECvZK/OOPP0yuJycnK8u8NRoNQ4cONTuOra0tY8eOVV5v3LixSJt169Ypxy+88ILF2J9++ml8fHwA2LVrF5mZmSbX9+7dS0pKClBQbMhc4hEKlpk/88wzAGRnZxMWFmZyXa/Xs2nTJiX+UaNGWYxp3LhxyvHtPkKIqs3bw5GkNPMzH5M2rCP94AG8B4aYTTwCOPgHUGf6/3Dw9SX5wOaCc1JsRgghhBBCCCGqNauWXY8fP76s46hSNm3axJYtWwCYOnUqTk5O9+yzf/9+5bhz587Ftu3SpQvbtm0DYMeOHXTq1Em59scff6DX6wEICgrC3t7e4jhBQUE4ODig0+nYvXs3er0eW1tboGCPxtuJTXt7e4KCgiyOY29vT8eOHVm/fj06nY59+/bRt29fq9/b999/r7y328lIgLNnzypFbx599FGLCVooWNodEBDAzZs3OXnyJAkJCUqCVAhRNXm7OxJ5PaXIed2tOJK3bMYt6Ak0AwYVO4adpycBEyYTs2suxhwjNirH8gpXCCGEEEIIIUQFkOTjXeLi4pQlyB07dmTkyJEmMwgtOX/+vHLcsmXLYtsWvn769GmTa+fOnSvxOGq1msaNG3PmzBm0Wi2XL1+mcePGQEEl66ysLAAaNGiAi0vx1WdbtGjB+vXrlZgKJx8Lv7dWrVrdc5zb7ue93R7r5s2bGI1Gzpw5Q/fu3e/ZRwhRebw9HEk5r0NvMGBbaG/ZpA3rUdnZ4TPs6RJtz2Gv0eBQ3wfdtXgS167G5+miW08IIYQQQgghhKgerF52/SAyGo1Mnz6d9PR03NzcCA0NLdEPypmZmSQlJQHg4eFhUmTGHH9/f+U4KirK5Frh17Vq1brnvQMCApTj6Oho5fh24RtrxrmfmJydnfH0LKiYlJqaSlpamlXj3B1T4fcmhKiaang4YjAaScnIVc7lXo8m48gfeD3VCzuPklVTMxjy0KPFwcWflO2/oT17prxCFkIIIYQQQghRziT5WMiyZcs4ePAgADNmzMDPr2R7jcXHxyvHhStAW+Li4qLMRMzMzFSqUQMkJCQoxyW5v6+vr3KcmJhYJuPcTqRCQbGZ2wlEFxcXXF3vvbFoecRUeBwhRNXk7V6wRLrwvo+J69Zg4+yMV+8+JR4nLzseMOLRuhsO/gHEr1yO4a89dYUQQgghhBBCVC+SfPzLlStXmDdvHgA9e/YkJCSkxH0LF2gpyf6QAI6Od/YxK9w/IyPDbBtL1Gp1mYxTkniseW9ardbqmCy9NyFE1eTtUfDfdeJfycfsS5fQnj6FJrgvtvfY+qEwXXYcAI5utfEZMZK8hHhSd+0o+4CFEEIIIYQQQpQ7i3s+Tp8+XTlWqVSEhoaavXY/7h63suTl5TF16lRyc3PRaDTKno8lpdPplOPCCbPiFE6+Fe5f2rHKapzCbe5nnLKMydI4Qoiqydu94L/rpPSC5GPyti3Yurnh2aNnqcbJy4pDZavG1sETl+ZeOD/SguTNG/F4ohO2bm5lHrcQQgghhBBCiPJjMfm4bt06k/0OCycJ7752P6pC8nHBggVKMZR33nmn2CrM5tjYlH4CqdFoNNv/drVqoESfcXmPc7/vrfC9yyqmkvL2vvcS8erEx0eSLqJkKvNZ8XRTo83V46k2cunMafwH9KNmrRqlGiPxSjwu7rXw9S3YP9flxecJf+VVsnZs4eExL5RH2H9L8p0iSkqeFVFS8qyIkpJnpeLEx9tgZ1d9FzxW59hFxZJnpXRsbGwq9Lu42GrXt5M/5hJFhRND1iqrBOb9OHnyJN9++y0AISEh9OxZuhk6UFBk5baSztArvM+jvb292bEKtynJOA4ODlaPUzjuwuMUrpJtzXu7n5gsjVNSSUmZGAz3/5xWBT4+biQkZNy7ofjbq+xnxctVzY34DK5u2YFRr8e+VbtSxWM0GsjOiMW1Rps7/Zw88ejcldit21B3eBIH/4DiBxH3VNnPiag+5FkRJSXPiigpeVYqlsFgID/fUNlhWMXOzqbaxi4qljwrpWcwGKz6LraxUVk10cti8nH8+PEWOxV3rTrJyspi2rRp6PV6/Pz8mDFjhlXjFE7QZWdnl6hPTs6dggyFi7gUTtAVbmNJ4QSdW6HliIXHKUlMJYnHmvdmKab7eW9CiKrL28OR67cySL98EHXtOqhr1S5V/7ycRIzGfByc/U3HHRRC+qEDJG3eiP9/x5ZlyEIIIYQQQgghytHfOvn4zTffEBUVBcCjjz7KqlWrzLY7e/aschweHs7ixYsB8Pf3p2/fvtSoUQOVSoXRaDSpfG2JVqtVCrF4enqazOrz8fFRjuPj42nWrFmxY926dUs5rlHjztLGu8e5l8LjFO5rY2ODt7c3SUlJZGZmkpWVZZJENKfw/coqpsLjCCGqrhrujlw/e5nca1fxeeYfpe6f91exGXsnP5Pzdm7ueHbtRsr2bXgPHIxDzZplEq8QQgghhBDl7b33ZrF162aL121tbXFwUOPp6UW9evXo1u0punbtUeKir/cjLy+Pmzdv8NBDdcv9XuLvq9hl1w+6wsmtsLAwwsLC7tnnwIEDHDhwAID27dvTt29fnJycCAwMJCYmhpSUlHsm6G7evKkc161b1+RagwYNlOMbN27cMx5LYzVs2LBU48TGxhYbU1JSkjJW4bHvptVqSU1NBQqSjYVnURbuFxMTc8+YivuchBBVk7eHI01SL4ONDW7tO5S6vy4rDpXKDnvHor9w8OoZTOrOHaRs20LNf48qi3CFEEIIIYSodHq9nuzsLLKzs4iNvcHBg/v59tuFTJv2FkFBHcvtvkePHubTTz+iR49ejB79YrndR4i/dfKxLDVq1EhJqJ0+fZoOHSz/0H3y5Enl+O6ZjY0bN1aOT58+zbPPPmtxnJycHCIiIoCCpd8PPfSQci0gIAA3NzcyMjKIjIwkNze32ArTxcXUqFEjDh8+rMRUXPLx9OnTxY5z25kzZyyOcfdYKpXq9FA+2QAAIABJREFUnjNAhRBVQw03Bzwy/oQGTbDz8Ch1f112HPZOvqhURTeMtvP0xP3JzqTt24um/yDsS1kcTAghhBBCiMr2+uszaNKkqcm5/Px8MjMzuXEjhgMH9nHo0AESEuJ5/fXJhIbOpVOnLmUex61bcUyePK7MxxXCnL91OaAPPviAiIiIe/55//33lT7jx49Xzi9fvlw537VrV+V47969xd533759ynHHjqa/xQgKClKWYR84cIC8vDyL4xw8eFC5HhQUZFJNGqBLl4IvKJ1Ox6FDhyyOk5eXp1y3tbUtkjgtzXsrfP3u99a0aVNq/rVU8tSpU8oMSXMiIiKU2ZhNmjTB29u72PsKIaoGr+TruOuzyGjYqtR9jUYjuuw4HO5acl2YJrgvACnbt1odoxBCCCGEEJUlMLAWDRs2NvnTtGlz2rV7nJCQocyd+xnvvTcXBwcHDAYDs2a9xZUrl8s8DoNBCrSIivO3Tj6WpZ49eypVq3/55ReLexpevHiRHTt2AKDRaOjcubPJdVdXV+VcQkKCxX0o9Xo9X3/9tfJ68ODBRdr06dNHOV64cCF6vd7sWL/88gsJCQlAQaLRy8vL5HqHDh3Q/DXDKCwsjIsXL5odJz4+nl9++QUoqODdv39/k+sqlYrg4GCgICH6zTffmB0HYMGCBcpxSEiIxXZCiKrF/vJ58lS2xGrqlrqvXpeGUZ+DvbPl5KO9dw3cH+9A2r695Gek30ekQgghhBBCVE1dunRjypQ3gIIVj998s+AePYSo2iT5WEY0Go2yRFqr1TJ27NgiCcirV68ybtw45TcMY8aMMSk2c9u4ceOUWYwffPABu3btMrmu0+mYMWMGp06dAgpmBnbv3r3ION27d+eRRx4BCmYazpgxA51OZ9Jm9+7dfPjhh0BBcvDll18uMo6dnR0vvfQSUPDbkXHjxnH16lWTNgkJCYwdO5asrCwARowYYXa24ujRo5X9MJcsWcLPP/9sct1oNDJ//ny2bdsGFOwb+fTTTxcZRwhRNeWcO8MN1wDiteZ/2VEc3V/FZoqb+QjgFdwPo05H2t491oQohBBCCCFEldev30BatnwMgIMHfycy0vwkICGqA9nzsQxNmDCB3bt3ExUVxblz5+jXrx99+vTB39+fq1evsm3bNnJycgBo164d//rXv8yO06xZM0aNGsV3332HTqfj5ZdfpmPHjjz22GNotVrCwsK4fv06AI6Ojnz44YfY2BTNI9vY2DB79myeffZZcnJyWLt2LUePHqVnz564uLhw8uRJ9u/fj9FoBODFF19UkpV3e/bZZ9myZQvh4eHExMQQEhJC7969qVevHrGxsWzdupX09IJZSPXq1WPSpElmx6lZsyZTp05l9uzZGI1GZs6cyfr163niiSfQ6/Xs3r1b2cfSxsaG0NDQe1bXFkJUDbpbceQlxJPcoDOJqdml758dC6iwdyq+krU6IADn5o+QumcXmuC+qOzkf2VCCCGEEOLBM2TIcE6dCgfg99/30qhRkyJtDh7cz549Ozl79jTJyclkZ2fh6uqKv38gbdq0Y+jQp/H1Nf33dadObU1eL1myiCVLFgHw+edf07q16fVTp04SFraV06dPkpiYiFabibOzC76+vrRq1ZohQ56WatmiWPITWxlydXVl2bJljBkzhoiICNLT05VlyIV16NCBL7/8ErtifmB+7bXXyM/PZ+nSpRiNRvbv38/+/ftN2nh5efHZZ5/RpEnRL6DbHnnkEb7++msmT55MSkoK169f5/vvvzdpo1KpGDVqlMWEIRTsBblo0SLGjRvH4cOHycnJYcOGDUXaNWnShG+++cakyvXdRo4cSU5ODp988gl5eXmEh4cTHh5u0sbZ2Zn33nuvyLJ0IUTVpf2rkJTuocYkpOSUur8uKw57xxrY2Njfs61nj6e4+fl8Mk4cw92KqtpCCCGEEEJUde3aPa4cnzhxzKQidVpaKm++OVVJThaWlpZGWloaFy+eZ+3a/+ODD+bRpk27Ut8/NzeHOXNmsmfPziLXMjLSychI58qVy6xfv4a33ppFr159zIwihCQfy5yfnx9r165lzZo1bNmyhcjISNLT03Fzc6N58+YMHjyYfv36oVKpih1HpVIxffp0+vTpw88//8yRI0dISEjAzs6Ohx56iK5du/Lvf/9b2YuxOEFBQfz222+sWLGCXbt2ER0dTU5ODj4+PrRu3Zpnn32W1q1b33McNzc3li5dytatW9mwYQPnzp0jNTUVZ2dnGjduTN++fRk6dKjZpeR3e/755+ncuTMrV67k4MGD3Lp1C6PRSGBgIJ06deLf//43tWrVuuc4QoiqQ3v2NPZ+frgG+pMcfY18vQE725Lv7pGXHYfatW6J2ro80gJ735qk7giT5KMQQgghhHggubt7oNF4k5ycxOXLkSbX3nprmpJ4bNu2PX37DqBmzf9n787jo6rP/v+/zqyZ7CtJgLAIYXFhcUEQZBM3pAq4Fn56q63WlrZ+u1ntbW9t7ypabetS9VZEq7VUrNalirWoxAUUFxRQhICEJBASQkLWmcz++yNmTMzCZDLJJPB+Ph48nMw55/O5TjwO5sr1+Vy5+HxeSktLeO651RQV7cblcnLbbbfyj3+8FNre7fHH/8bBg5X84hfNBUgXXLCYhQsvBGDIkLzQHHfdtTyUeBw37lgWLryQIUOGYjKZKCvbx0sv/ZOtW7fg9/u5667bOfXUaaSkpPb690UGHiUfw7B48WIWL14c9vkWi4VLL72USy+9tMdzT5o0iUmTut819ptSU1P54Q9/yA9/+MMejWMYBvPnz2f+/Pk9jmn06NHccsstPR5HRGIv4Hbj2v4FKbPnkpUSRzAI1fVuBqU6wrre723E760/7H6PLQyTidS586h8+m+4du/GccwxPQlfRERERKRfyszMpLq6isbGRnw+HxaLhQ8/3Minn24CYObMOdx22+/bFDiddNIpfOtbC/n+97/Dtm2fceBABZ99tpWJE5tzC/n5Y0lMTAqdn56eQX7+2DbzlpaW8NprawA49tjj+fOfH2lTaDRx4mTOPXcBN9/8SwoK3sDlcvH++xs4++ye5wrkyKOGMyIi0mPOHdsJ+nwknDCBzK8Sjt3Z9zHUbKaLTtfflDx9Bqa4OGreWNu9YEVERESk37BazVhtJqxWc6xD6Zfi4r7+ZX5tbQ0AJSXF5OYOwWKxcPXV13a4stJsNjNv3lmhrw8ePNDunK7s3r2LIUPysNlsXHHFVZ2ucGy91LqysntzyNFDlY8iItJjzs+2YNhsOMaMIcvZ3Om6shvJR+9XyUdrmJWPAGaHg+Tpp1NT8CZZl34bS3Jy94IWERERkZgxmQzclnpe2PUKBcXrmD18DueNPg+7L4lAIBjr8PoNr9cTet3SaPbCCy/hwgsvIRAIdNh8tkV6ekbotcfj6fS8jsyaNZdZs+aGGtSGM4fX6+3WHHL0UPJRRER6JBgM0rh1C/HjxmOy2khPCmI2GRysDb/pjMdZjtmWgtkS3jLtFimz5lDzxlrq1r9D+rnndTd0EREREYkRt6WeOX+dTWFV816Gq7auYkzGGNZdXoDV03kD06NNQ0ND6HXrpdLwdTIyGAxy8GAlZWX7KC0toahoN9u3b+Pzz7eGzj1cErEzrasqq6urKCvbx969pezZU8T27dv47LMtoeOBQCCiOeTIp+SjiIj0iPfAAbyVlaSddQ7Q/Fvs9GR7tyofPa7ysPd7bM0+eDCOMWOpfbuAtLPPxejiN78iIiIi0j9YrWZe2PVKKPHYorCqkDW7XuGiUUsiTpYdSYLBINXVVUBzHwer1drm2JtvruWll15g27atuFzt/9+7q6rIcG3c+B7PP/8PPv30Exoa6ntlDjnyKfkoIiI94ircDkD8uPGh97JSHVTWhFf5GPB78LmrSEg7PqL5U2bNpnzFwzi/2EbCcZGNISIiIiJ9yAhSULyuw0MFxQVclP9t8PdxTP1QaWkxjY2NAIwde2zofbfbza9//Us2bHg39J5hGOTmDmb48BGMHj2GCRMmUldXx//+7/9ENHcwGOT3v7+Nf/3rhTbvDxqUzfDhIxg1Kp8TTphAYmIS11///YjmkKNHnycfx4//+odTwzDYtm1bX4cgIiJR5NpZiDkpCWtObui9zBQHn+ysDOv60H6P3Wg201riiSdjSvwbtW8XKPkoIiIiMhAEDWYPn8OqravaHZo9fDYEDECVjx9//FHo9aRJk0OvV658OJR4HDfuWK688ruceOJJxMcntLl+zZp/RTz3Cy88F0o8Dh06jO9+93tMmTKV5OSUNudt2vRRR5eLtNHnycdgMIhhGCqhFhE5Qrh2FuIYPabNfjBZqXHUO700eXzE2br+qybU6dqR2+V5nTFZraRMn8Gh19fiq63BkpIa0TgiIiIi0je8Xj/njT6PMRlj2iy9HpMxhvmjz8Pr8WOxaDnviy/+E2gu3DrzzOYtjvx+Py+91Px+YmIS9977IAkJHe+RWVFRHvHc//znM0Bz1+w//vF+Bg8eEvU55Oih/5pFRCRi3kOH8FZW4sgf0+b9zJTmxjEHw1h67XGWY7LEY7YmHfbczqTMnA1+P7XvvhPxGCIiIiLSd+y+JNZdXsCKBStYesJSVixYwbrLC7D7Iv9/wiPJCy88x65dzYnZ2bPPIOerVUY1NYdCTWiGDs3rNPHo8/l48821oa/9/rbr2A2j63TQvn17AUhKSuo08Qiwdu2/O51DpEWfVz4uWrSor6cUEZFe4tq5AwDHmLbJx6zU5uRjZa2LoYO67lbY0mymdeVkd9myc3CMG0/dO2+Tfu55ajwjIiIi0s8FAkGsnkQuGrWkeY/HgIHX4yeg5dYUFLzB/ff/EYCEhAR+8IMfh44lJiZiNpvx+/0UFX1JeXk5OTltty/yer3cffdyiop2h97zeDxtzrHZvm5e01GzmpSUVCorD1BTU8MXX3zO+PHHtTkeDAZ57LFH+OCD99vMK9KRPk8+Ll++vK+nFBGRXuLaWYhhj8OeN6zN+5mpccDhKx+DAT/epgPEZU3tcSwpp8+kfMXDuAp3tGl+IyIiIiL9l9d7dFXL7du3l6SkttWdbrebhoYGdu/exTvvvMXWrZsBsFqt3Hrr7eTmDg6da7fHMX36TN5+ex1ut5sf/eh7LF16OcccMxqv18vOnTv4179eoLh4T5s5Ghsb2nydkpKKxWLB5/Px+uuvccopp5KYmEReXh7JySnMnTuP1aub9+S84YafsGTJFYwbNx7DMCgq2s2aNS/xxRdte3i0VGSKfJO6XYuISMRchYU4Ro3CMJvbvJ/ksGK3mqmsaf9b1Na8TQcgGMAWYbOZ1hInn4TJ4aB2/TtKPoqIiIhIv3Tnnb8L67y8vGHcdNP/MGHCpHbHfvKTX7BzZyH79+9j//593H33He3OSUhI4Ec/+il33XX7V1WSu9scN5vNzJgxk4KCNzl4sJKf/exHANx00/9w3nnnc/XV17J586ds376NQ4eqeeCBe9rNYbVa+d73lrF69SoqKw+wZ8+XYd2bHH2UfBQRkYj4GxvxlO0j6eRT2h0zDIOs1DgO1nZd+djTZjOtmWw2kqZMpe699fi//f9hjo/v8ZgiIiIiIr3NbDYTH59AdnYOY8aMZfr0mUyffjoWS8cpm6ysQTz22FM8/fRTvPvuW+zdW4rP5yMxMZG8vOFMmTKVCy5YTEZGJmvW/IstWz7lvffW43K5cDgcoXFuuul/SEvL4N133+LQoWqSkpKpra0BICEhkQceWMFzz63mzTdfp7h4Dx6PG4cjniFDhnLiiSezcOGFDBkylJ07d/Daa6+ybdvnlJfvD+1PKdLCCKrttByhqqoaCASOjMc7KyuJysr6WIchA0BfPisNmz+l7P57GPrzX3ZYaXjfs1uorHHxv989tdMxqktfpbF6M0Mn/LJHez62aCraTcltv2XQ5VeSOmt2j8c7UukzRcKlZ0XCpWdFwqVnpW+VlxeTkzM81mFExGIx4fMFYh2GDAB6Vrov0s8Gk8kgI6PrPf07ErXKx+LiYjZs2MC2bduorq4OZdQzMzMZNWoU06ZNIz8/P1rTiYhIjLl2FoLZTNwxozo8npXqYNueaoLBYKeJRa+rHJsjOyqJRwD7iJHYhgylbv07Sj6KiIiIiIj0Az1OPu7evZu77rqLgoKCw547efJkfve733HMMcf0dFoREYkx185C4kaMxGSzdXg8O92BxxegpsFDWpK93fFgMIjHVUFC+sSoxWQYBinTZ1D5zNO4y/ZhHzwkamOLiIiIiIhI95l6cvG6deu4+OKLKSgoIBgMHvbPpk2buPDCC/n3v/8drfhFRCQGAl4PTXuKcIzuvKJ9UFrzfjIHDjk7PO5zVxMMeKLSbKa1pKmngdlM3fp3ojquiIiIiIiIdF/ElY9btmzh+uuvx+PxhN4bNGgQkyZNIjc3F4fDQWNjI2VlZWzevJmDBw9iGAYul4sbbriBESNGMG7cuKjchIiI9C13aSn4/Z0uuQbITmtu+FJxyMXYYWntjn/dbCa6yUdLcjKJEyZRt2EDmYsuwuhko24RERERERHpfRH9RBYIBLjhhhvweDwYhkF2djY333wzZ5xxRof7dgWDQd544w1uv/12ysrK8Hg8/PSnP+Xll1/GZOpR8aWIiMRAU9FuAOJGdr6NRnqyHbPJ4MAhV4fHvc79YJiwxg2KenzJ02fQ8MnHNH62lcRJk6M+voiIiIiIiIQnoszfmjVr2LNnD4ZhMGzYMP75z38yb968ThsGGIbBvHnzeO6550L7PRYVFWn5tYjIANW0pwhzSgqWtPYVjS3MJhOZqQ4qOll27XGVY40bhGEyRz2+hBMmYE5Jofbdt6M+toiIiIiIiIQvouTjG2+8EXp9xx13kJ6eHtZ1aWlpLF++PPT1f/7zn0imFxGRGGsq2k3cyGMO26U6O83RYeVjc7OZ8qgvuW5hmM0kT5tO45bN+GpremUOERERERERObyIko9bt27FMAzGjBnD5MndW842ceJExo8fTzAYZOvWrZFMLyIiMeR3NuItLyduxMjDnjvoq+RjMBhsO4a3noDPGfVmM62lTJ8BgQB177/Xa3OIiIiIiIhI1yJKPlZVVQEwduzYiCbNz2/ujlpZWRnR9SIiEjtNe/YAXe/32CI7LR63109to6fN+96vms1Ye6nyEcCWO5i4UaOpe/eddslPERERERER6Rs96vYS6Q9zLdeZzdHf50tERHqXe08RQFiVj9lpDoB2S6+/7nSdHeXo2kqZfjqe/WU07f6yV+cRERERERGRjkWUfGzZ47GwsDCiSVuuy8jIiOh6ERGJHVfRbqzZ2ZgTEg577qCvko/fbDrjcZZjsadjMtt7JcYWiadMwbDZqNvwbq/OIyIiIiIiIh2LKPk4YcIEgsEghYWFbNmypVvXbt68mR07dmAYBscdd1wk04uISAw1Fe0mbsThl1wDZKTEYTYZHVY+9lazmdbMDgeJJ51M/QcbCXg8h79ARERE5Aij7WdEpLVYfCZElHycN29e6PVNN91EXV1dWNfV1tZy0003hb6eM2dOJNOLiEiMeA8dwl9TE9Z+jwBmk4nMlDgqWiUfAz4Xfk9Nr+732FrKaTMIuFw0fLKpT+YTERER6S8Mw0QwGIh1GCLSjwSDAQyjR7swdltEs51zzjkMHToUgN27d7N48WLeeuutLq8pKCjgwgsvpKioCMMwGDx4MN/61rcimV5ERGKkqWg3AHEjD7/fY4tBafEcaLXsOrTfYy92um7NMXYclsxM6ta/0yfziYiIiPQXVqsNj8cd6zBEpB/xeNxYrbY+ndMSyUVms5nly5dz5ZVXEggE2Lt3L9dddx2DBg1i4sSJDB48mPj4eJxOJ2VlZXz66aehztbBYBCLxcLy5cvVcEZEZIBx7ykCsxn7sGFhX5Od5qBwbw3BYBDDMFo1m8ntrTDbMEwmkqdNp/rll/BWVWHVfsMiIiJylIiLi6epyUlcXHysQxGRfqKpqbHPPxMiSj4CnHLKKdx777387Gc/w+1u/k1KRUUFa9eubXduyw+cwWAQu93ObbfdxpQpUyKPWkREYqKpaDf2IUMxdeM3ZYPSHLg9fuqcXlISbHic5ZitSZith29YEy0pp82g+l8vUvfeejIWnN9n84qIiIjEUlxcPA0NdTid9cTHJ8U6HBGJMaezHo/HQ3Jyep/O26NF3vPmzWP16tXMnDkztGFlMBhs96fl/RkzZrB69WoWLFjQ88hFRKRPBYNBmkqKsQ8f3q3rstObf6vWsvTa6yrvs/0eW1izsnCMHUfdhvXadF1ERESOGiaTmfT0QTQ01FFTU0lTk5NAwK//HxI5SgSDQQIBP01NTmpqKmloqCM9fRAmU9+uRI648rHFuHHjeOSRRygtLWXDhg1s27aNQ4cO0dDQQHx8POnp6Rx33HFMnTqV4d38gVVERPoPX3U1gcZG4oZ177N8UJoDgIpqF6MGJ+BtOogjZVxvhNil5NNmUPH4ozTt2okjf0yfzy8iIiISCxaLlczMHJqanDid9dTWVg2IJjQmk4lAoP/HKbGnZ6VrhmHCarURFxdPcnJ6nyceIQrJxxZ5eXlceuml0RpORET6GXdpCQD2vPD3ewTISI7DZBgcqHHidR0Agn3WbKa1pJNP4cCqp6hd/46SjyIiInJUMZnMxMcnDail11lZSVRW1sc6DBkA9Kz0f33bW1tERAYsd0kxGAb2oXndus5iNpGZGkdFtatVs5m+Tz6a7HaSTj6F+g8/JOBW10cREREREZG+oOSjiIiEpam0BGt2Nqa4uG5fm5MeT3m1E6+zHMMch9mW2gsRHl7y9BkE3U00fPxRTOYXERERERE52ij5KCIiYXGXFBPXzSXXLXIzmpOPbtd+bI5sDMOIcnThceSPwZo1iNr178RkfhERERERkaNNp3s+jh8/vtcnNwyDbdu29fo8IiLSM/6GBnxVVdhnz43o+tyMBPx+P17XAZIyT4pydOEzDIPk6TOoeuGfeCoPYMsaFLNYREREREREjgadVj4Gg8HQP3vzj4iI9H/uvaUA2LvZ6bpFbkY8GfFOCPqwxedGM7RuS542HQyDug3rYxqHiIiIiIjI0aDLZdfRTg4ahhH6IyIiA4e7pBjofqfrFrkZCeQmNwJgjUGzmdasGRnEjzuWug3vEgwEYhqLiIiIiIjIka7TZddPPvlk1CbZuXMnf/rTn2hsbGzz/nHHHRe1OUREpPc0lRRjTk3Fkpwc0fWJDivD0p34g2ascZlRjq77kmfMoHzFw7gKdxA/rve3GRERERERETladZp8nDJlSo8HDwQCPPzwwzz00EN4vV6guZrSZrOxbNkyvvvd7/Z4DhER6X3u0lLiIlxy3SIvzckhVxIjjdj3OkucdCImh4Pa9e8o+SgiIiIiItKLeu0nwMLCQi666CLuu+8+PB4P0Jx4nDBhAs8//zzf+973MJvNvTW9iIhEScDjwbO/LOIl19D8+Z/uqGdvTXwUI4ucyW4n6ZRTafj4I/wuV6zDEREREREROWJFPfno9/t54IEHuPDCC/niiy9C79tsNn7+85/z9NNPM2rUqGhPKyIivcRTtg8CAezDIk8++j01WE1eSg85qHd6ohhd5JKnzyDo8dDw0QexDkVEREREROSI1emy60hs376dm266ie3btxMMBjEMg2AwyKRJk1i+fDkjR46M5nQiItIHmlqazfRg2bXHVQ5AeX0i5dVOkuJtUYmtJ+KOGYU1J4fa9e+ScvqsWIcjIiIiIiJyRIpK5aPP5+O+++7joosuYvv27aH37XY7N954I3//+9+VeBQRGaDcJSWYHA6sGZE3ivE4ywGDivp49lc5oxdcDxiGQcppM2jatRNPRXmswxERERERETki9Tj5uG3bNhYvXsxDDz2Ez+cDmvf2Ovnkk3nppZe48sorMQyjx4GKiEhsuEtLsOcNwzBF/leGx1WOJS4Tw2Rlf1VjFKPrmeTTpoNhULf+3ViHIiIiIiIickSK+CdJr9fLn/70Jy655BJ27twZej8uLo7//u//5qmnnmJYD/YHExGR2AsGAs3Jxx5+nntd5dgcOWSn9Z/KRwBLahoJx59A7YZ3Cfr9sQ5HRERERETkiBNR8nHr1q0sXryYRx55pE2145QpU3jppZe4/PLLoxqkiIjEhreinKDH06NO135vA35vPbb4XHIz4vtV5SNA8umz8NfU0Lh1S6xDEREREREROeJ0q+GMx+Ph/vvv5/HHH8ffqkLE4XDw85//nCVLlkQ9QBERiZ2m0hIA4nrSbMZZBvBV8tHPR9sP4PX5sVrMUYmxpxInTMScnEzt2wUkTpoc63BERERERESOKGFXPm7evJlFixbx6KOPtql2PO2003j55ZeVeBQROQK5S0rAbMaWOzjiMVo6XdscOeRmJBAEKqpdUYqw5wyLheTpp9O4dQve6upYhyMiIiIiInJEOWzy0ePxcOedd7JkyRJ2794dej8hIYHf/va3PPbYYwweHPkPpSIi0n+5S0uwDxmKYelWoXwbHud+LPYMTGY7uRnxAJT1s6XXKafPgmCQuvXvxDoUERERERGRI0qXycdNmzZx/vnn85e//AW/308wGCQYDDJjxgxefvllLrnkkr6KU0RE+lgwGMRdUtzjZjMe535s8bkA5KTHYwBlB/tX8tE2aBDx44+l9t23CQYCsQ5HRERERETkiNFp8nH58uVcfvnlFBcXEwwGAUhJSWH58uU8+uij5OTk9FmQIiLS93w1Nfjr63vYbKYRv7cOm6M5+WizmhmU5mBfZf9KPkJz9aOvqgrnts9jHYqIiIiIiMgRo9N1dE888QSGYQCE/llXV8evfvUrfvWrX0VlcsMw2LZtW1TGEhGR6HKXFgM9bDbj2g8QqnwEGJqVyN7Khp4F1wsSJp+IKTGR2nfeIuH4E2L+cPanAAAgAElEQVQdjoiIiIiIyBEh7IYzLVqWXkfrj4iI9E/ukuZO1/a8vIjH8Dhbko9fV8sPyUrgwCEXbq+/ZwFGmclqJWXadBo+/QRfbW2swxERERERETkidJl8VLJQROTo5S4pxjooG1OcI+IxmpvNpGMyx4XeG5qVSJD+t+8jQPLps8Dvp27D+liHIiIiIiIickTodNn1k08+2ZdxiIhIP+MuLcE+fESPxvC49mOPH9rmvbxBiQDsrWxgZG5yj8aPNvvgwTjyx1D77luknXNuaNsRERERERERiUynyccpU6b0ZRwiItKP+J1OvJWVpJw+K/IxfE78nlpsmSe3eT8r1YHNYmLvgf5X+QjNjWfKH1uBq3AH8WPHxTocERERERGRAa3bez6KiMiRz723FKBHna6/3u8xt837JpPB4MyEwzadsVrNWG0mrFZzxDFEIvGkkzE5HNS+/VafzisiIiIiInIkUvJRRETacZc0d7qOSvLRkdvu2NCsRPZ1kny02y147Q08++Uqlr1xLf/4chVeWwMmU98sgTbZ7SRNPY2Gjz/E39D/unKLiIiIiIgMJEo+iohIO+6SEszJyVhSUyMew+Paj9mWisnSvmHN0EGJ1Dm91DZ6Qu+ZTAZeWwPl3lLmPDmba16+hlVbV3Hty9cw56+zcVvqI46lu1Jnzibo81G34d0+m1NERERERORIpOSjiIi04y4twT5seI/G8Dj3t1ty3WJoVgJAaOm11WrGba3npjdv5KUdL1FYVdjm/MKqQtbseqXPlmDb8/Jw5I+hZt0bBAOBPplTRERERETkSKTko4iItBH0+XCX7evRkuuAz4XfU9PhkmtoXnYNUFHtxGtvYP2BdTz7xT+wW+x8Uv5Jh9cUFBeAKRhxTN2VOucMvJWVNH62tc/mFBEREREROdIo+SgiIm24y/aB309cT/Z7dHXcbAaal1c70jzY4gJsKytjzpOzeXHHi2zct5Fd1buYnDO5wzFnD58Ngb7Z9xEg8cSTMKekUrvujT6bU0RERERE5Eij5KOIiLThLi0BwD4s+p2uW5ZXz/nrbFyWvezcd5DCqsJQ0rFgTwFTh05lTMaYNteNyRjD/NHn4fX6I46puwyLhdRZs2n8bCueioo+m1dERERERORIouSjiIi04S4twbDbsQ7KjngMj7Mcsy0FsyUe+LqZTMvy6sKqQpJTfdTXWiBoCiUd8zPyueL5K1h5/kruPutulp6wlBXfWsG6ywuw+5KidYthS5k5G0wmagve7PO5RUREREREjgSWWAcgIiL9i7ukBPvQPAxT5L+f8rj2h/Z7tFrNOE21zHlyNrOGz6LR2whANV9iDxxDQiCHRnMZVzx/BU8uepKN+zby8EcPc9nx3+bKCVdh8TnweHwE6Lv9HltYUlNJOulkate/Q8bCxZjs9j6PQUREREREZCBT5aOIiIQEg8HmTtc9aTbjb8LnrsaekNuu2rH1no4fHPo3AGPjTwOgqKaImY/PZEv5Fu45+16mD5pNwGnF4/H1/MZ6IHXOGQScTuo3vh/TOERERERERAYiVT6KiEiI7+BBAi5Xj5KPHmc5AEZSKnP+2rbasWBPAb+d81vGZIxh58HdBPCxaNh3+f9GnsbH+z9m9vDZzB99HjTZ8Ab6bn/HrsSNzseel0fNutdJPn0mhtF3TW9EREREREQGOlU+iohISFNJMQBxETabsVrNBDzNycfXyz9uV+0YJBja0/Gus+/AmlDHl3vruPyEK3jwzEe4aNQSrJ5EAoG+X2LdGcMwSJ0zD3dpKU27dsY6HBERERERkQFFyUcREQlxl5aAYWAbMrRb17U0lPnHl6uoqivECby1r3mZ8jc7WLdeXn36+GNx1sYTcFpxN/n7tJt1dySdOhVTfDw1b74e61BEREREREQGFC27FhGREHdpCbbcXEw2W9jXtG4oMyRpCGMHT2FPUw2TcyazauuqULVjSzOZT/Z/wuzhc5g/ej7vfVhHQVM5lTUuBqXF996N9ZDJbidl+ukcevN1smpqsKSmxjokERERERGRAUGVjyIiEtLcbGZ4WOe2VDu2bigzPn008QEf71Z+3mm1471n38dFo76N1ZPI8OwkAPaU1/faPUVLyuy5EAhQ+3ZBrEMREREREREZMFT5KCIiAPgbGvBVV2MPY7/H1tWOrRvKNDWUY2SksK2hol214/S86VwwdmGbZjJDshKwmA32lNczZXx2b95ej9mys0k4/gRqCt4k7dz5mKzhV4eKiIiIiIgcrVT5KCIiwFf7PUKXna47qnZs3VCmqb4MAK8tIVTt+ErhK4xIHcHF4y/B6m7bTMZiNjE0K5HiAVD5CJB21jn46+qof++9WIciIiIiIiIyIKjysZVNmzbx3HPPsWnTJioqKvB4PKSmpjJ+/HjmzZvHokWLsIWxD5rH4+HZZ5/l1VdfZceOHTidTjIzMxk3bhyLFy/mrLPOCjumjz/+mFWrVrFp0yYqKytJSEhg6NChnH322Vx88cWkpaWFNU5VVRV//etfKSgooLi4mEAgQHZ2NqeccgqXXnopEyZMCGucQCDAK6+8wosvvsjnn39OfX09aWlpjBo1ivPPP5/zzz8fiyW8x2rHjh089dRTbNy4kfLycmw2G7m5ucydO5fLLruM3NzcsMYRkegIdbruIvnotta3q3Ys2FPAb+f8ljEZYzguMYeDXid/OO9BPtz3IR/v/5jZw2czf/R5GG47Qdp3sR6Rk8TGLw4QDAYxDKNX7i1aHOPGYx82nOr/vEryjNMxTPodnoiIiIiISFeMYDDY/ifBo0xjYyO//vWveeWVV7o8b+jQodx///0ce+yxnZ5TVlbG9773PQoLCzs9Z+bMmfzhD38gOTm503OCwSDLly/niSee6PScrKws/vCHP3Dqqad2Gfd7773H//t//4+ampoOj5tMJr7zne/ws5/9rMsf/Ovq6li2bBkffPBBp+dMmDCB++6777CJw0cffZQ//elP+Hy+Do8nJibyu9/9jnPPPbfLcbpSVdXQpsJqIMvKSqKycmBUhkls9eRZ2b/iYVyFOzjmrj+2O2YyGQTtbp75YjXL1ixjzog5zM+fzy/W/gKAkakjeXLRk7DjZfZ6G2jInszCsQuxBR0E/HTZxfrtzWX85dXtLP/eVLL7cdOZFnUb36d8xf8x+IfXkzhpcqzDiYg+UyRcelYkXHpWJFx6ViRcelYkXHpW+o7JZJCRkdjt68y33nrrrdEPZ+Dw+Xx8//vf58033wTAMAxmzJjBggULmD59OtnZ2ezduxev10tdXR1r1qzhjDPOID09vd1YDQ0NLFmyhC+//BKAzMxMFi1axNy5cxk0aBAlJSX4fD6Ki4v5/PPPWbBgAaZOqmbuvvtuHn/8cQDMZjNnnHEGCxYs4Nhjj+XgwYPU1dXhdDr5z3/+w5w5c8jIyOhwnG3btnHllVfS2NhcoZSfn8+FF17I9OnTsdlslJaWEgwG2bRpE4ZhMGXKlE6/T1dffTUfffQRAElJSZx//vmcddZZ5OXlUVpaisfjoaKigg0bNnDBBRd0WiX697//ndtvv51AIADA9OnTWbhwIZMmTaK+vp6qqio8Hg+vv/46J554Inl5eR2Oczgul4cjJbWekGDH6fTEOgwZAHryrFS9+Dy23FyST53W5n2r1UyTpY4/f3g/Ww5sYeuBrRTXFPPrWb9mfel6qlxV1DTV8Pxnq/nO4JMZPfIsTsr7Fn63Cb8vGNYvAd76tIz8oSkMyer+X2R9zZabS9176/GU7SNlxumxDici+kyRcOlZkXDpWZFw6VmRcOlZkXDpWek7hmEQH9/9ve+P+mXXq1evZsOGDUBzsvDBBx9k4sSJbc6prq7mxz/+MR9++CH19fX86le/YvXq1e3G+uMf/8iePXsAmDJlCg888ECb6saioiKuueYaSktL2bBhA8888wxLlixpN86WLVtYuXIlAPHx8axYsYKTTz45dPynP/0pt956K8899xyNjY3cfPPNPPPMM+3GCQQC3HjjjbjdbgCuuuoqbrjhhjYJz3Xr1vHjH/8Yj8fDAw88wNlnn01+fn67sZ544gk2bdoENCcwV65cSXb2180hrr/+eq677jo+++wzCgsLefDBB/nFL37Rbpz9+/dzxx13AGCxWPjDH/7AOeec0+be7rvvPh588EF8Ph+/+tWveO2118Ja7i4ikQt4PHjK95N44omh90wmA7elng8qNvHloS9ZX7qe+fnzWbV1FUGC7RrKfCv3FKjfi82e12Wl4zcNpKYzAIbZTNqZZ1P59Cpcu7/EccyoWIckIiIiIiLSbx31m1U99thjodd33313u8QjQHp6Og899BBZWVkAfPrpp3zyySdtzjl48GAoARgfH8+9997bbln1yJEjefDBB0PJv4ceeqjDZccPPvggLavhf/nLX7ZJPALYbDb+93//l8mTm5f7bd68mbfeeqvdOK+//jo7duwAYPLkydx4443tKi3nzJnDjTfeCDQnK//85z+3G8fj8bBixQqgeYn2Pffc0ybxCM1LwB9++GESEhIA+Nvf/kZ1dXW7sVauXElTUxMAV199dZvEIzRn0a+//vrQcuuysjL+8Y9/tBtHRKLLs28vBAKhZjNWq7l5f8e/zubFHS+ycd9GCvYUMHXoVMZkjAEINZTZUr6Fe8++j1OSm39xYY3r3n6tFrOJvEGJ7NlfF92b6kUpM2Ziio/n0GuvxjoUERERERGRfu2oTj7u2LGDvXv3AjBu3DimTZvW6blJSUksXLgw9PX777/f5vjLL7+M1+sF4KKLLupwWTbAmDFjOPPMMwE4cOBAu3Gqq6t5++23geak54UXXtjhOGazmeuuuy709UsvvdTunOeffz70+rvf/W6n93bJJZeEEqtvvvkmDQ0NbY6/9dZbHDp0CGhOVo4ePbrDcTIzM7n00ksBcLlcrF27ts1xv9/Pv/71r1D8V111VacxLVu2LPS65RoR6T1NX3W6dgwf0Wk365Zqx5Xnr+Tus+5m6QlLeWD+Ayw/4w5osuGq34s1LguT2d7t+YfnJFNc0UBggOyVYIqLI3X2XBo2fYynoiLW4YiIiIiIiPRbR33yscXxxx9/2PNb7z1YWVnZ5ti7774bej1z5swux5k1a1bo9euvv97m2Pvvv4/f37xccdq0aVit1k7HmTZtWmg58rp160LXQfMejS2JTavV2mVi1Wq1Mn36dKC5yrEl+Rnte/vss89CTW9OOOGEThO00Ly0e/DgwUBzpek3v98iEl3u0hJMDgeBHHubakegTcVjS7XjK4WvMCJ1BBePvwSrOxG/P4DHuQ9b/OCI5h+Zm4TL7aO8yhnN2+pVqXPnYZjNHFr7WqxDERERERER6beO6uTj/PnzKSgoYPXq1Vx55ZWHPf/AgQOh1/HxbTuybtu2LfS6o6XbrbU+vmXLljbHPv/887DHsdvtjB07Fmju2L1r167QseLiYpzO5h/iR48eHVoO3ZkJEyZ0GlPre5s0aVLE43Tn3lqPFQwG2bp162HPF5HIuUtKcAwbxqu7X21T7Qi0q3hccsISlhy/lB+ctAzD3Vzl6PfUEvA5scUPiWj+0UNSANi1rzY6N9QHLKmpJE09jbr17+CrHzhLxkVERERERPrSUZ18tFgs5ObmMmnSpA6brHxT62XErZceNzQ0UFVVBUBKSkq7vR6/KTf36/3QiouL2xxr/fXQoUMPG1NLdSBASUlJ6HVL45tIxulJTPHx8aSmpgJQU1NDbe3XiYRo3ZuIRJdBEPfeEuqy41hXvA7gsPs7XjTq21g9iaFO1m7nPgDsCZFVPuakx5PosLJr78BJPgKknXUOQa+X2nVvxjoUERERERGRfumoTj52x5o1a0LLtK1Wa5vlx60rIr/ZiKUjCQkJoUrEhoaGUDdqaLucOycn57BjDRo0KPT64MGDURmnJZEKzcuwWxKICQkJJCYmxiSm1uOISHQ1Vu0m6PbwYsOGTqsdl56wlEcWrGD53Ob9Hb/Zzdrj3AeGGWtcZN2qDcNg9JAUdg6gykcA++DBJEycRM2bbxBo9VkuIiIiIiIizZR8DENpaSm/+c1vQl8vWbKkzX6FrRu0OByOsMaMi4vr8Pr6+voOz+mM3f51Y4eejBNOPJHcW2NjY8QxdXZvIhI9DoeV9z9obur0snNjt6odW/M4y7A5cjBM5ohjGT00hYpqJ3VOT8RjxELa2efib6inbv07sQ5FRERERESk37HEOoD+rqqqimuvvTbUKCUvL48f/vCHbc7xeL7+Qbl1wqwrrZNvra/v7ljRGqf1OT0ZJ5oxdTZOuDIyDl+lOZBkZSXFOgQZIMJ9VioaKvj44HYO7NhKDgGK4uq44vkreHLRk2zct5FP9n/CnJFzWJC/gIyEzhtEBQN+9m7eT+bQU3v0nJ58XC7PFnzJwXoPo4ZnRDxOXwtmnkTt+HHU/OffjFq8AFMXjcL6E32mSLj0rEi49KxIuPSsSLj0rEi49Kz0b0o+dqGyspKrr76a3bt3A837Gd53333t9nQ0mbpfQBoMfl051Pp6s/nrqiHDMGI+Tk/vrfXc0YopXFVVDR1WaA1EWVlJVFbWH/5EOeqF+6x47Q3MeXI2Q5KG8NPGkRQ59uA1BULVjrNHzOaWmbdwUtapuFxeKl2dj+lxVRAIePEbmT16TtMcZswmg4+3lXNM9sD65UHy2eex754/8OVL/yZ15uxYh3NY+kyRcOlZkXDpWZFw6VmRcOlZkXDpWek7JpMRUaGXll13orS0lCVLllBYWAg0V+rdf//9HHvsse3Obd35OtwKvdb7PFpbVcm0Hssdxv5hrc+x2WwRj9M67tbjtO6SHcm99SSmzsYRkciZTAaGw8MLO56nsKqQgqICUg96qEj9OlEfJMi++n3kp4/B5fIedkx3414AbAmHbyTVFavFzIicpAG37yNA/HHHYx8xkkNrXiHo88U6HBERERERkX5DyccOfPLJJ1xyySWhDssOh4OHHnqIGTNmdHh+6wSdy+UKa46mpqbQ69ZNXFon6Fqf05nWCbqkpK/LjFuPE05M4cQTyb11FlNP7k1EImO1mnFb67n3g3tYX7oegExvHEa9k+nTF4cay6z41qOsu7wAuy+8/+48jXsxWeKx2NJ6HOPooSns2V+P1xfo8Vh9yTAMMhacj/dgJXUb3491OCIiIiIiIv2Gko/fsGbNGv7rv/6L6upqAFJSUnjssceYPn16p9dkZmaGlhG37nzdmcbGxlAjltTU1DZVfVlZWaHX4YxVUVHRJo5ojNP6WpPJREZG895rDQ0NOJ3Ow47Ver5oxdR6HBHpHpPJwGtrYP2BdTz7xT9YX7o+1NV6nDMVgOu23sIrha9wzeRruGzM0k4by3TE3ViKPWFoWNspHM7oIan4/AGKKwbesomEiZOw5w2jes3LBAMDK3kqIiIiIiLSW5R8bGXlypX89Kc/DVXcDR48mFWrVnHiiSd2eZ3D4WDIkCEAHDp06LAJurKystDrESNGtDk2evTo0Ot9+/YdNubOxsrPz+/WOPv3749KTI2NjaHmPFlZWW2qKFvHtHfv3sPG1NX3SUTC01LtOOevs3lxx4ts3LeRgj0Foa7W45xp+Aiw01HTraXWLfw+Jz53NfaEvKjEO3poCgC79g68pdeGYZC+4Hy8FeXUq/pRREREREQEUPIx5L777uP3v/99qMnJ+PHjefrpp9sk3royZsyY0OstW7Z0ee6nn34aev3NPSTHjh0b9jhNTU3s2LEDaF76PXz48NCxwYMHh5YqFxYWHnaPxa5i6s69tT7e1Thbt27tcpzWYxmG0eFemyLSuW9WOxZWFbKreheTcyYTJMgVz1/ByvNXcoFjKjVpZu5Z8GfWXRH+UusWnijt99giJcHGoFQHO/fWRGW8vpY4+UTseXlU/etF7f0oIiIiIiKCko8APPbYYzzwwAOhr6dNm8ZTTz1FdnZ22GPMnj079Pqtt97q8ty333479Pqby7mnTZsWWoa9fv16vN7OK5A2bNgQOj5t2rQ23aQBZs2aBTQ3innvvfc6Hcfr9YaOm81mpk6d2uZ4d+6t9fFv3tv48eND39PNmzeHKiQ7smPHjlA15rhx40JLv0Xk8DqqdgTaVDwW1RQx87GZWPdV4xqczMXjL8HqDn+pdQt3YylgwhY/OGrx5+elsHNvLYHgwOtWb5hMZFywGO+BCureWx/rcERERERERGLuqE8+fvTRR9x9992hr+fOncsjjzzSZrlwOM4888xQ1+rVq1d3uqfh9u3bef311wFIT09n5syZbY4nJiaG3qusrOSZZ57pcBy/38///d//hb5etGhRu3POPffc0OsHH3wQv9/f4VirV6+msrISaE40pqW1bRoxdepU0tPTAVi7di3bt2/vcJwDBw6wevVqoLmD94IFC9ocNwyDc845B2hOiD788MMdjgO0SQYvXLiw0/NE5Gsmk0FFQ0WH1Y5Am4rHu8+6m+8dcxkJHhOTTjkHw22PaE53415sjmxMJmvU7mP88DQaXF5KKxqiNmZfSpg4ibiRx1D18kuqfhQRERERkaPeUZ189Hg83HDDDaGk3Lhx47jnnnvaNIAJV3p6OkuXLgWa9z287rrr2iUgi4qKWLZsGYGvGhFce+21Hc61bNmyUBXjHXfcwZtvvtku7ptvvpnNmzeH4p47d267cebOncvxxx8PNFca3nzzzXg8njbnrFu3jjvvvBNoTg7+4Ac/aDeOxWLh+9//PgCBQIBly5ZRVFTU5pzKykquu+660H6Xl112WYfVit/5zndCXa8ff/xxnn766TbHg8Eg99xzD6+99hrQvG/kJZdc0m4cEWnPbaln5l9mdlrtCDRXPD4+ky3lW7hh6FUAJAwd1+2KR4BgMIDHWRa1Jdctxg9v/mXHF8WHojpuXzEMg4wLFuGrqqL2nbcPf4GIiIiIiMgRzAgGB+C6tih5+umnueWWW0JfX3bZZQwbNiysa/Pz89tVLTY0NLB48WKKi4sBSE5O5txzzyU3N5eioiJee+01mpqaADjllFP4y1/+gsVi6XD8u+66i0cffRRo/kF2+vTpTJ48mcbGRtauXUtpaSkAcXFxrF69mnHjxnU4zmeffcbSpUtD8+bl5XHmmWeSkJDAp59+yrvvvhva5/K6667jJz/5SYfj+P1+li5dyieffBKa9+yzz2bkyJHs37+fV199lbq6OgBGjhzJs88+22n16KpVq/jNb34T+nry5Mmcdtpp+P1+1q1bF9rH0mQy8fDDD7f7PoerqqohooRKf5SVlURl5cDr/it9x2o18+yXq7jm5WuYM2IO8/Pn84u1vwBgZOpInlz0JBv3beST/Z8we/gc5o+eT+3fX6X6P/9m9J//D5O1+5WLHud+ynesIGP4YhLSj4/q/fz3ivfJSI7jp5dOiuq4fSUYDFJ65+14D1Yy8rY7MdkjqyztLfpMkXDpWZFw6VmRcOlZkXDpWZFw6VnpOyaTQUZG91YKw1GefLz00kvbNFrpjkWLFnHHHXe0e7+8vJxrr702lEDryNSpU/nzn/8cagjTkWAwyB133METTzxBZ/+K0tLSuPfeezn11FO7jPW9997jJz/5CYcOdVxFZBgGV111FTfccAOGYXQ6Tn19PcuWLWPjxo2dnjNu3DgefvhhcnJyuozpscce449//GOne1rGx8dz2223MX/+/C7H6YqSj3K0MJkMiHPz49d+zKqtqzAwePuqt/nOS9+hsKoQAAODyydczh/P+hNmbxxer5+9f/g9fpeL4TffcpgZOlZf+SGH9r7K4GN/jMWeGs1b4m9rC3lnSxn3Xz8Tq2VgFuk7C3ew9/fLybzwYtLPPS/W4bShzxQJl54VCZeeFQmXnhUJl54VCZeelb4TafLRfOutt94a/XAGhttvv73Lhi5dGT9+PPPmzWv3fmJiIhdffDE5OTm4XC6cTider5eUlBROPvlkrr/+em644Qbsh6mCMQyD008/nRkzZuD3+6mvr8ftdmO32xk9ejQXX3wxv//978nPzz9srHl5eVx00UU4HA4aGxtpamoiGAySk5PDrFmz+M1vfsPFF1/cZeIRwG63s3DhQkaNGoXb7aaxsRGv10tSUhITJ07kmmuu4ZZbbiElJeWwMU2ePJmzzjoLIHRvFouF4cOHc/7553PnnXdy0kknHXacrrhcHo6U1HpCgh2n03P4E+Wo5LE2cMPrv2BizkTW7l4LNC+3/svCv3DcoOPIis/iR1N+zPdP+j4WTzx+f4BgMEjl3/9GwnHHkzgxsurC+soP8PucpOTOPuznR3f5/QHe+7yC40akkZniiOrYfcWakUnTniLqN75HyszZmCLY0qO36DNFwqVnRcKlZ0XCpWdFwqVnRcKlZ6XvGIZBfHz3f645qisf5cimykc5GjgcVp7e8RTXvnxtWNWOLTwVFez571+S/V9XkXL6rIjmLvv8fqyObLKOif6+rM4mHz+6920WTBvBopnHRH38vuLet5fiW39N2llnk3XxZbEOJ0SfKRIuPSsSLj0rEi49KxIuPSsSLj0rfSfSyseONxwUEZF+zWQycFvq+fxgIeuK14U6Wbfe2/HUIady4fiLoMmGN9C2231TcXPTqLgRIyOa3+etx+c5RGJmzyqUOxMfZ2FkbjLbiqtZxMBNPtqHDCV52nRq3nid1LlnYu2gEZeIiIiIiMiRbGBupCUichSzWs24rfXM+etsfvvWb5icMxn4upP1K4Wv4LA6OCbtGOIDKR1WALv37MGwWrHlDo4oBndDCQD2xOGR38hhHDsijaKyelxuX6/N0RcyLlgEQNUL/4xxJCIiIiIiIn1PyUcRkQHCZDLw2hpYf2Adz37xDwqrCinYU8DUoVMZkzEGgCBB1u1Zx9vFbzM5+8Q2S61bayrajT1vGIYlsgJ4d0MJhsmKLT434vs5nPHD0wkEg+woqSUrbnwAACAASURBVOm1OfqCNSOD1HlnUffeepr27Il1OCIiIiIiIn1Ky65FRAYAq9WM01TLnCdnM2v4LBq9jQAdLreePWIO80fNx+5LIkD7qsegz0fTniJSZs+NOB53QzH2hDwMo/d+hzV6SDI2i4nP91QzKT+z1+bpC+nnfYu69e9SuXoVQ2+4KeoNekRERERERPorVT6KiPRjHVU77qreFVpqDW2XW1970rVcNmYpVk9ipw2X3KUlBL1eHKNGRRST3+fC23QAe+KwiK4Pl9ViZtzwNDbvOshA741mdjjIWLgY185CGj7+KNbhiIiIiIiI9BklH0VE+qnWezu+uONFNu7bCNBuqTU0V0Duq9/H2IyxuFzeLsd1ffklAHHHjI4oLnfjV/s9JvRu8hFgUn4mB2ubKDvY2Otz9baU02diG5pH5bOrCXg9sQ5HRERERESkTyj5KCLSzxyu2rFlqfXK81dy91l3s/SEpaxY8CjrLi8gOzH7sOM37f4SS1o61vT0iOJzN5SAYcaWMCSi67tj4qjm5daf7jrY63P1NsNkYtCl38Z38CA1a/8T63BERERERET6hJKPIiL9TDjVji1LrbeUb+Hes+/jolHfxupJDGt81+5dxEW45Bq+2u8xfjAmkzXiMcKVlmRnZG4Sn+4c+MlHgPjxx5I4+SSqXn4Jb3VVrMMRERERERHpdUo+ioj0EyaTgeHw8MKO58OqdnxkwQqWz70DmmyddrX+Jl9tDb6DB3FEuOQ64PfgcZb3+n6PrU0ancnusjpqG9x9Nmdvyrrs2wBUrv57jCMRERERERHpfUo+ioj0E25LPfd+cA/rS9cD4Vc7dtZYpiOh/R4jrHz0NO4FAtgTh0d0fSQm5WcRBDZ/eWRUClozMkmfv4CGjz+i8fPPYh2OiIiIiIhIr1LyUUSkH3A4rKzZ9QrrS9dHvdqxtaYvd2FYLNiHRZY8bGosBgzsCXkRXR+JoVkJZCTHHTFLrwHSzj4X66BsDqx6ioC36wZBIiIiIiIiA5mSjyIiMdTSXOajgxtZV7yuV6odW2va/SX2YcMxWSPbr9HdUIzVkYPJbI/o+kgYhsGk/Ey27anGHUHCtT8yWa0MWrIUb0U5h/69JtbhiIiIiIiI9BpLrAMQETmauS3NzWWGJA1hfv58Vm1dxRXPX8GTi55k476NfLL/E6bnTeeCsQubqx0DkSffgj4fTcV7SJk1J6LrA34P7sa9JGWdGnEMkZqUn8kbH+9l255qJudn9fn8vSHh+AkknjyF6lf+RdIpU7Dl5MY6JBERERERkahT5aOISIy0LLUurCpsU/HYUu34SuErjEgdwcXjL8HqjrzasYV7bylBjwdHhPs9uhtLIBggLmlkj+KIxNi8VBLiLHz4xYE+n7s3Dfr2EgyrlYon/0Iw2LN/vyIiIiIiIv2RKh9FRPqYyWTgttTz+cFC1hWvA77e37F1xePsEXOYP2o+httOkJ4nplxf7gIg7pjIko9N9UVgmLAn9F2n6xYWs4lTxg1iw+flNHl8xNmOjL++LCmpZF58KQee/At1698hZcbMWIckIiIiIiISVap8FBHpQ1arGbe1ean1b9/6Tai5DNCm4vGayddw2ZilPdrf8ZtchTuwZGRgTc+I6Pqm+iLsCXmYzLaoxNNdpx6bjccbOKIazwCkzJiJI38Mlc+sxldTE+twREREREREokrJRxGRPtDSWGb9gXU8+8U/2i21bhEkyL76feSnj8Hlil4X5GAwiGvHDuLHjovoer/PiddVHpMl1y3y81JJT7bz/raKmMXQGwyTiez/uoqg10PFU09o+bWIiIiIiBxRjox1ayIi/ZzbWs+cJ2cza/gsGr2NQNdLre2+JAJRWGrdwlNWhr+hHseYyJKP7vo9ADFNPpoMg1PHZ/OfD0upd3pIio9NBWZvsOXkkrnoQiqfeZr6998jedppsQ5JREREREQkKlT5KCLSi0wmA8Ph4YUdz1NYVciu6l19utS6hatwO0DElY9N9UUYJhu2+CHRDKvbTj02G38gyEfbj6zGMwCp884ibnQ+B/7+FL6aQ7EOR0REREREJCqUfBQR6SUt+zve+8E9rC9dD9CnS61bc+7YjiU9HUtmZkTXN9XvJi5xBIYR27828gYlMjgz4Yhbeg3Ny69zrvwOQZ9P3a9FREREROSIoeSjiEiUfXN/x/Wl60PVji1LrVeev5K7z7qbpScsZcWCR1l3eQF2X1KvxNOy36NjzFgMw+j29T53DT7PoZguuW5hGAZTj81m595aKmtcsQ4n6mw5OWQuvpjGLZupfWtdrMMRERERERHpMSUfRUSiqHU36xd3vMjGfRvbVTu2LLXeUr6Fe8++j4tGfbtXllq38Ozfj7++LvIl1w1FANj7QfIR4LTjczAMeHtzWaxD6RWpc88g/rjjqXzmadxlR+Y9ioiIiIjI0UPJRxGRKOiom3XL/o4dVTs+MP8Blp9xBzTZ8Hr9vRpby36PkTabcdXtwmxJxBqXFc2wIpaeHMfEUZm8s7kMnz8Q63CizjCZyLnqu5hsdspX/B8Bb+8sxRcREREREekLSj6KiESB29K22hHa7u/YurHMiNQRXDz+Eqzu3qt2bM1VuANLWhrWQYO6fW0w6KepbjdxKfkRLdnuLbMnD6HO6WVTYWWsQ+kVltRUsq+8GndpCVXPPxfrcERERERERCKm5KOISA85HFbW7HqlXTfrb1Y8LjlhCUuOX8oPTlqG4bb3SWzBYBDnju0R7/fobiglGHDjSM7vhegid/wx6WSmxFHwyb5Yh9JrEidNJmXOXA795980bP401uGIiIiIiIhERMlHEZEItSy1/ujgRtYVNzcHifX+jt/krajAX1vbgyXXO8Ew9YtmM62ZDIPZk4ewvaSGsoONsQ6n12Rdchn2YcMpX7kCb9XBWIcjIiIiIiLSbUo+iohEqGWp9W/f+k2X3awfWbCC5XP7Zn/Hb2rc9hkA8ePGR3S9q24ncYnDMZn7plKzO2ackIvZZFDw6ZFb/Wiy2si9bhkEA+x/+EGCPl+sQxIREREREekWJR9FRCLQeqn1/8/efcdHUef/A3/NbEs2vWwqIYFA6KEoIkWaAooeJ4iAeKh3Kqfi6Z13ovf9Wbm7r54V8Xs2QE9REQGxISoqRZGmQOiEUEN679vn98dmh93U3ZDNlryej8tlZuczs58lbz+z+95P8bXejo7qDx+CKi4e6vh4t881Gypg1pciyMeGXNuFh6hxef847DhUiAZD4Cbl1HFxiL/9D9CfPo2Sjz/ydnWIiIiIiIjcovR2BYiI/IkoCjAoa3CkNFseam3v7fjezPewO2839hfsx8S0SZiePt3W29Hatb0d7awmI+qPH0PEuPEdOr+h+iQA+Nx8j46mjkzB7qNF2HogD9eNSvV2dTwm7PKRaJgyDZWbv0FQWi+Ejxnr7SoRERERERG5hD0fiYjc0NJQawBOq1nfPfxuzMu41Wu9He0asrMhGY3QDh7SsfOrTkKpiYYqKKaTa9Z5eiWGY1BaFL7dkwuT2TtJ3q6imz0Hwf0HoGjVf6E/e9bb1SEiIiIiInIJk49ERC5SqRStDrUGbD0g82ry0Dc6Aw0NJi/W1Kb+8CEISiW0/dxfbMZqMUJfe9anez3aTR+dhqo6I346VOjtqniUoFAg8Y/3QhEWjvzXlsFcXe3tKhEREREREbWLyUciIheIogCLqqHZUGvHhWWW/2YFtizYCo05zMu1tak7fAjB/fpD1Li/WIy+9gwgWRAU3scDNetc/XtGondSODbtOgeL1ert6niUMiwcSYv+BEttLfL/swxWk9HbVSIiIiIiImoTk49ERO1QqRQwqGrw0LcP+fxQaztTWSmMBfkIGdSxIdf1FccgKIIQFJrWuRXzAEEQcP3oVJRW6bHnWLG3q+NxQalpSPjD3dCfykHRO29Dkrwfb0RERERERK1h8pGIqBWiKMCkrsWO4i1Yd2wtVh1c5fNDre3qDh8GgA7N9yhZzWioPgFtRD8IoqKzq+YRQ/vEIlkXgi92nA343o+AbQGa2FmzUbNnF8q/+Mzb1SEiIiIiImoVV7smImqBSqVAvViFSe9NxITUCagz1bW4qvWo5FG4acBsaExhsMJ3eqDVHz4EZXQM1ImJbp+rrzkNyWKANnKAB2rmGaIgYNZVvfHqJ4ewPasAk4Yne7tKHhd13fUwFhai7PNPoYyJQcTYq7xdJSIiIiIiombY85GIyEHT3o7ZZdnIKc+Rh1s7DrUOVgWjd1RvaK0RPjHU2k4ym1F/7AhChgyBIAhun19feQyCQoOgsN4eqJ3nDOsbi4weEfjsx9NoMJi9XR2PEwQB8bfdAe2gwSh69x3UHjzg7SoRERERERE1w+QjEZEDg7IGk1ZNxGcnPsPuvN0A0GxlawkStpzdgu3ntmN4/AiYTBZvVrmZ+mNHYdXrETJ0mNvnSlYL6qtOIDi8HwTRvzrHC4KAOZP7orrehK93n/d2dbqEoFQi6d5F0KT0RMEbr6HhVI63q0REREREROSEyUciokbBwSp8lbOxWW/HFle2vsG3VrZ2VPPrXojBwdAOGOT2ufraM5Asemij/GfItaPeSeG4YkAcvtl7HhU1Bm9Xp0uIQcFIfvAhKCMikbfsZRgu5Hq7SkRERERERDImH4mo27MPtf6ldDe2nNsCoHlvR/tw64OFB/HKtGWYnX6Lz6xs7chqNqN2/z6EDB0GUaVy+/z6iqMQRDWCw9I9ULuuMWtCOiwWCWu3dp9egMrwcPR46GGIajUuvPg8jIUF3q4SERERERERACYfiYhgUNmGWi/Z9nSbvR3fumE5npn8LKBX+9xQa7vqw0dgratD2GUj3T5XkixoqDqB4IgMvxty7SguMhjTr0zFriNFOHy6zNvV6TIqnQ49/roYAHDhxedgKinxco2IiIiIiIiYfCSibkwUBQjBRnx6YgOyy7L9trejo9Kfd0HQBEE7aLDb5zZU58BqaYA2yv3h2r7mhjGpSIjW4r1vTsBg9M1EsSeoExLR46GHYTUYkfv8szCWFHu7SkRERERE1M0x+UhE3ZZBWYNX9izFjtwdAFrp7fgb3+/taCdZrSjftQuhmZkQ1Wq3z68ry4KoDEFweB8P1K5rqZQK3HFdf5RW6fHpT6e9XZ0upUlJQY+/LYbVoMeF556FsajI21UiIiIiIqJujMlHIuqW7IvL7MjdIQ+1Bi72dtyYvRF3D78b8zJu9fnejnYN2SdgqqpGaAeGXFtMdWioykZI1BAIgsIDtet6GSmRmDAsCd/uzcXp/GpvV6dLBfVMRcrfHoFkMiH3+WdgLMj3dpWIiIiIiKibYvKRiLqVpovLNB1qDdh6QObV5KFvdAYaGkxerK17an79BaJajZAhmW6fW1dxGIAVITFDO79iXnTzxHREh2nw5ueH0WAwe7s6XUqT0hM9Hn4EsFiR++9noD97xttVIiIiIiKibojJRyLqNlQqRbPFZVoaav3a9New5bat0JjDvF1ll0lmM2p/2Yuoy0ZA1GjcPr+uPAvq4ESog+M9UDvv0QapsHDGIJRVGfDu18chSb7fg7UzaZJ7IOXR/4GgUSP3+X+j/vgxb1eJiIiIiIi6GSYfiSjg2Xs77ijegnXH1jZbXMZxqHVaZBpuHjAHKoN/DLW2qzuUBUtNNeKumez2ucb6QpgaChESM8wDNfO+vj0iceNVvbDnWDF+PFjg7ep0OXV8AlIefQyqmBjkLX0R1bt3ebtKRERERETUjSi9XQEiIk8zKG29HSekTkCdqQ7AxcVl3pv5Hnbn7cb+gv2YmDYJ09OnQzBoIMF/Eo8AUPXjdigiIhE1fBhKy+vdOreuPAsQFNBGub9Ctr+YfmUqjp2rwIebs5EaH4bUBP/p1doZVFFRSFn8d+S/9ioKl78BVXUZgq6ZDkEQvF01IiIiIiIKcOz5SEQBTaVSYGPORmSXZSOnPCdgFpdxZK6sQN2hg4gYOw6Cwr3FYqxWE+rKD0Ib0Q8KZbCHauh9oihg4YxBCNOq8Mq6LFTUGLxdpS6nCA1Fj4ceRviYcchdsxaFb70Oq9Ho7WoREREREVGAY/KRiAKaQglsPbcFAAJqcRlH1T/vACQJ4WPHuX1uffkhWC0NCNW5v0K2v4kIUeOB2UPRYLTglXVZ0Bu71wI0ACAolYj//Z1IvX0Ban7ZiwvPPwtzVaW3q0VERERERAGMyUciCkj2eR6352/BqORRANDi4jLLb1iBLQv8a3EZR5IkoWrHjwjO6Ad1fILb59aU7IYqOBGakJ4eqqFvSYkLxb2/HYTc4lq89flRmC1Wb1epywmCgB6zbkTivffDkHcB5/+1BPrz57xdLSIiIiIiClBMPhJRwHFc1fo3q3+DEYkj5N6O9qHWBwsP4pVpyzA7/Ra/HGpt13AyG6aiIoSPvcrtc/U1p2HSlyA8blS3mvsvMz0Wt07JwIGcUqz48igs1u6XgASAsBGXIeWR/4FktSL3mX+icvvWbrcaOBEREREReR4XnCGigCGKAgzKGuwp2odTFaeQXZYNAM0XlkmdhOl9pgN6NUxWi5drfWmqtm2BGBSEsMvdHzZdU7IbojIU2siBHqiZb5s8ogeMJis+3pIDhSjizusHQBS7TwLWLig1DamPP43CFW+h+L3/ouH4McQtuAOK4MCd/5OIiIiIiLoWk49EFDBaWtUauNjbcWLaRNwy+BbM6z8fDfVmWP1sReumTGWlqNm7B1FXT4Go0bh3rr4U+uocRCRMgCB2z1vBtaN6wmyx4pPtpwEAv5/eH0pF9xsQoIyIQPJf/oryr75E2WcboD97Fol/vBdBqWnerhoREREREQWA7vcpi4gCkkqlwFetrGoN2OZ73HJ2CwQIMJv8O+loV7H5W0AQEDllqtvn1hTvBgQFQmMv90DN/McNY9Iwa3xv7DxSiGXrDnbLRWgAQBBFxNwwAz0efhSSyYjcZ/6Jih++4zBsIiIiIiK6ZEw+EpHfE0UBFlUDtrSxqjUAZMRkYHqf62Ey+fdQawCw1Nai6sdtCLtiFFTRMW6dazZWorZ8P0Kjh0GhCvFQDf3HDWPScMd1/XH0bAX+/eF+VNUavF0lr9Fm9EPqE0ugHTgIJR++j7ylL8JUVurtahERERERkR9j8pGI/Jp9cZmHvn1I7u0YiKtaN1W59QdIBgOip17n9rlVhT8CEBCe4P4iNYFq/NAk3H/TEBSU1uHp/+5FTl6Vt6vkNYqwMCTd/yDi5v8ODTkncfaJx1C55XtI3XRhHiIiIiIiujRMPhKRXxJFASZ1LXYUb8G6Y2ux6uAqp96OgbaqtSOryYjK77+DdvAQaFJS3DrXZChHXdkBhMZeBqU63EM19E/D+sTifxZcBpVSxL8/2Ifvf73QbYcdC6KIyMnXIO3pfyI4PR3FH6zChRf+DWNRoberRkREREREfqZ7rjJARH5NpVKgXqzCpPcuLi5j7+3ouKr1qORRuGnA7IBY1dpR1Y/bYampRvS0DvR6LNgGQVAgIn6cB2rm/3rGh+GJO0Zi+RdH8cHmbBw5U47br+uPiBC1t6vmFapYHZL/8jdU7/gJJWs+xLmnHkfMjJmImjIVgpJvIYiIiIiIqH3s+UhEfqNpb8emi8vYeztuzN6IYFUwekf1htYaERC9He0sDQ0o/+IzBPfrj+D+A9w616QvQX3FIYTqRkKhCvVQDf1fSJAKD8zOxNzJfXD4TDkeX7Ebvxwv9na1vEYQBESMuwpp//hfaAcNRun6j3H2yf+H2qwD3bZnKBERERERuY7JRyLyGwZlDSatmojPTnyG3Xm7ATRfXMa+qvX2c9sxPH5EQCwu46hi00ZYamqgu3keBEFw+TxJklBx4VsIohrh8WM9WMPAIAoCpl3RE0/+fiRiwoPw2qeH8craLBRXNni7al6jjIxC8v0PIvnBhwBBQP6rS5G39EUY8vO8XTUiIiIiIvJhTD4SkV8IDlbhq5yNzXo7dofFZexM5WWo2PwNwkZdiaC0NLfObag6Dn3NKUQmToJCqfVMBQNQcmwI/t9tl2HOpD44nluJx5bvxobtp9FgMHu7al4TMiQTaU/9E7p586E/cxrnnnocxR++D0tNjberRkREREREPogTNhGRTxNFAQZlDY6UZmPLuS0AbL0dl0xagoyYDGSXZcvDrRdkLsAr05ZBYQqCyWiBFYE1JLTs008ASULszJvcOs9qMaDiwtdQBScgVDfSQ7ULXEqFiGtH9cSogfFY88NJfPHzWWzZn4cbxqRh0vAkqJQKb1exywlKJaKumYrwUaNR+tkGVG75HlU7fkLU1dcgauq1UIRyWD8REREREdkw+UhEPs2gqsGk9yYiOSwZ0/tOx4eHPmxxcZmJqZMwvc/0gFtcxq7h9ClU7/wZUVOvhSpW59a5VYXbYTHVILbXzRAEdnjvqKgwDe757WBMu6Ia67edwkffn8Sm3ecwbWRPTBiWhGBN97ulKsLCEP+72xA5+RqUf/EpyjdtROUP3yHymqmImjINipAQb1eRiIiIiIi8rPt9UiIivyCKAiSNAZ8e24DssmycLDvZLXs7AoDVaETR2yugjIpC9PW/cetcY30Baop3ISRmBDQhPTxUw+6lV2I4/jZvOI6dLceXO8/h4y05+PLnsxg/NAkTRyQjLjLY21XscpqkJCT+8T5E33ABZZ9/ivIvP0fl95sRec1URE6+GsqwcG9XkYiIiIiIvITJRyLyOSqVAvViFV7f8xpOV54GgJZ7O6ZNwvT0wO3taFf22ScwFhYg+S9/g0Lr+nyNVosRpWc/gUIVisikyR6sYfc0IC0aA9KicTq/Gl/vPodv9+bimz3nMbh3DMYOScDQPrHQqLrXkGxNcg8k3Xs/DLnnUfr5pyj/4jNUfP0VwkePReQ1U6FJSvJ2FYmIiIiIqIsx+UhEPsM+v+Oeon04VXEKO3J3yEOtAci9HSemTcST45/EZbpRaGgwBWRvR7uGnJOo+PYbRIyfiJBBg906t+LCJpgNZYjrcxsXmfGg3knhuG/mEFTUGLDtQB5+PFiANz47Ao1KgREZsRg1MB4D06KhVHSfIe+alJ5IXvQADPn5qPzuW1Tv3IGq7VsRMiQTUVOvRXD/AW6t1k5ERERERP6LyUci8gn23o6T3puICakTUGeqa7awDGDrAZlXk4e+0RloaDB5t9IeZqmvR+HbK6CMjoZuzly3zq0rP4S68iyEJ1yFoLA0z1SQnESFaXDjVb0xY1wvnMytxK6jRfjleDF2HilCaLAKw/vGYkjvGAxMi4I2SOXt6nYJTVIS4m+7AzEzZ6Fq6xZU/vA9Lrz4HNQJiQi/ajzCx4zlkGwiIiIiogDH5CMReVXT3o7ZZdlOi8s0HWo9NmUsftvvRmhMYQHd41GyWlHw1hswlZWix18XQwxyfR5BY30hynM3QhOSgoiECR6sJbVEFAT06xmFfj2jcOuUDBw+XY5dRwvxy4li/HiwAKIgID05HIN7x2Bwr2ikxodBFAO7F6AyLBwxv/ktoq69DjV7dqNq+zaUrl2D0k/WIXTYcESMnwjtgIEQxO7TO5SIiIiIqLtg8pGIvKal3o4AmvV4tA+1HpMyBjcPmAOpQR3QiUcAKF2/FvWHDyJuwe3QZvRz+TyjvhIlp1dDVGgQk3YTV7f2MqVCxLC+sRjWNxZmixWn86tx+EwZDp0ux4btp7Fh+2lo1AqkJ4WjT3IE+iRHoHdSBLRBgXl7FlVqRIy9ChFjr4IhPw/VP25H1c4dqP31FyijYxB2xSiEXTEKmpSeHJZNRERERBQgAvPTDRH5LJVKAVEEalGFPYUt93ZscXGZ1EmY3mc6BIMGUoAnHqt/3oGKbzYhYtJkRE6Y5PJ5VrMeJ399F1aLEfEZd0Cp5nBWX6JUiMhIiURGSiRmjU9HdZ0RR8+WIyevCjl5Vfji57OQJEAAkBCjRc/4MKTEhSIlLhQ940IREarx9kvoVJqkZOjm3oKYWbNRl7Uf1Tt+QsXmb1Dx9VdQxccjbGRjIjIp2dtVJSIiIiKiSyBIkhTYn+Kp2yorq4XVGhjhrdOFoaSkxtvVuCT24dUbczbiiuSRmLNujtzb8cNDH0KAgO2/3447P79Tnt9RgIAFmQvw0tSXoTAFwWQK3BWt7Wr27EbBijcRnNEPPf78VwhK174jsloMKDn1IYz1+dClz0dQWC8P15Q6W4PBjDMF1ci5UIWzhTXILa5BWbVBPh6uVSExJgQJMVokRDf+xGgRGxEEhZvDlX21TbHU1qJm3y+o2bMbDSeOA5IEdWISQoYOQ+jQYQhK78Oh2V3MV2OFfA9jhVzFWCFXMVbIVYyVriOKAmJiQt0+jz0fiahLGFQ1mPTeRCSHJaPKUOlWb0fo1TBZAz/xWL17FwpXvIngPn2RfP+DLiceLaY6FJ/6EKaGIvTOnA+zgolHfxSsUWJgWjQGpkXLj9XpTcgtqkVuse2noLwOvxwvRp3eLJdRiAKiwjSICQ9CTEQQosODEBsRJO/HhGugUiq88ZLcpggNReT4iYgcPxHmqkrU/PoL6vbvk3tEiqGhCBmSidChw6AdMAiKkBBvV5mIiIiIiNrB5CMReYx9iLVR0YBPj25Adlk2JqROwP7C/QCaz+14pvIMxr8zHgsyF+CVactsvR2NloCf3xEAqn7chqL3/ovgvhlIfuAvEIOCXDrPbKxCcc4HsBgroes9F1EJQ/mtXwAJCVKhf2oU+qdGOT1eU29EYXk9CsvqUVzZgLIqPUqr9Th2rgKVtQY0HdMQEqREeIgaESFqhIeokRAbCpUI+bEwrRohQUpog1TQapQ+sQCOMiISUZOvQdTka2Cpr0f9kcOozdqPuoNZqNn5MyAI0KSmQTtgILQDBiK4T1+IarW3q01ERERERE0w+UhelZubi1WrVmHHjh3Iy8uDIAhISEjAuHHjMG/ePKSnp3u7iuQmxzkdVQRCKwAAIABJREFUPz1pG2K97ug6nK48DQDIKc9hb0cHktmMko9Xo/KH76EdOAhJix6AqHFtbr+G6lMoO7cBktUCXZ9bERSa6uHakq8I09oShn17RDY7ZrZYUVljQFm1HqVVepRX61FVZ0RVnRHVdUacLazBodPlaDCYW7iybc7JYI0SIcG2ZGRokBIhwSpog1S2BKVGiSC1Ahq1AhrVxe0gleLitloBpULstEVjFFotwkZegbCRV0CyWKA/fRr1x46g/thRVHz7NSo2bYSgVCIovQ+C+/ZFcJ++COrdBwqttlOen4iIiIiIOo5zPpLXfP7553jiiSfQ0NDQ4nGVSoXFixfjtttu69D1Oedj12ppTkf7sOqvTn6F6X2n4+HND3NuRwemigoULn8DDdknEDX1WsTedDMERfvDYyXJiurCH1FVuA2qIB1ie82GKkgHwD9ihbxPpwvDhfxKVDcmJWvrTajTm1CnN6Neb0Jdgxl1Btvver0JtQ6PW1182yAKgpyI1KhsPyqlePFHYfutbLLf6uNKEUqFCIUoNP6IUCgEiCYjcP4UpFPZsJzJgSU/F7BaAUGAKjEJQX36IrhXbwSnpUGdmOTydAZkwzaFXMVYIVcxVshVjBVyFWOl63DOR/IrW7duxSOPPAKr1QoAGDp0KMaMGQMA2LVrF/bv3w+TyYR//etfCAsLw8yZM71ZXWqHSqVAvVjVbE5H+xDrpsOr7b0d9+btxa8Fv2Ji6kRM73N99+ntKEmo+nEbSteugWSxIOHOhQgfPcalc431BSjP3QhjfT60UZmITpkOUcGhpuQ+jUoBXWQwdJHBLp8jSRKMJiv0JgsMRjP0RgsMJgsMRgv0jT8GkwV6o7nxt+2YvYzZYoXJbIXeaIbJbNs2NT5m/7F0+EujZCAoGao0E5L0peihL0ZyRTGSf9wBzfatAACzIKJUE42S4BiUamNRqo1FeXA0oFBCFAQIgu0NlSgIEMXGfcG+Dwj2baFxW2zctp/jcA2hsZwoChDQeD4ENP4Ptk6htjIQBDTu2o7Bdh3bfuN24zmCU1mh8TE0ngWHso3HcPH69mOiIMjny9dtPAdNOquGhQahtlYvX7M1joealXI42PxYy+e1+Vyt7lx8TU3r1EaVnM5pq07Nj7n2XN1F+IVqVNe0/IVyd9JZPb79WXv/AuH5NaiuZqwEus74TyG8gLFCrvGHWAkNViEjJbLb3ieYfKQuV1dXh8cee0xOPP7973/HHXfc4VTm448/xhNPPAFJkrBkyRJMmDAB0dHRLVyNuppKpQAECZBsH7xrUYk9hftwquJUszkdHYdYNx1efajoEBZk3oY7B/8RVgu6zdyO+rNnUbL2IzScOI7gfv0Rf9vvoY6Pb/c8i7ke1YU/oqZkD0SlFjGps6CNGtRtb17kHUJjb0aNWgGEeCbpbbFaYTZLDklJi5ykNFskWCy2BKXVKsFslWCxSLBYbY8135Zw3mKGoqIMqtICBJUWIKS8ALHl56CsOAEAsAoiGsJiUB8WjbrQGNSFxqA2JBp12kiYRSWsVglWSYIkAVbJ9rySJMEqASaLFZLVtm2VpMbtpmUbtxsfB2xJXAkAJECy7zscs/0GJEiNv+1lbTvWxgcunuNwTSIiIiLyOYIAvHDfWESFuTbFVqBh8pG63Mcff4ySkhIAwPXXX98s8QgAc+bMwdmzZ7Fy5UrU19djxYoVWLx4cRfXlOyazuN4pOQw7ht5H2ABfrP6N5iQOgF1pjoAzgnHpj0ex78zHhPTJmJMyhjcPGAOpHo1DAj8no4AYMjPQ9lnG1D76y8QQ0IQt+AORIyf0G7y0GKuR03xTtSU7IVkNSI09nJEJk6GqHRtQRoif6MQRSjUgAaduUJ3b6c9SZJgKi2B4dw56M+dhTHvAowF+TBlZ0PO6AkCVLo4qBMToU5IhCo+DqpYHVS6OKiio316+LZjctPqkMyEQzLTOeFpO9ZSp9OYmFCUldWi6Sw9Uis7zS7hcF7TY62N4G9rRiDJ6bmalGujHs71bb1ObV6jlXpxAiObqCgtyivqvV0N72IwuPQlSHRUCMor6jxeF69hGHTaP0FUlBYV3b1dIZf4Q6yEBCm7beIR4JyP5AUzZszAiRO2HieffvopBgwY0GK5yspKXHXVVTAajYiPj8e2bdvc6uXFOR9dZ+/NqFQoYLZYAMn272xPOG48eXEex5NlJ7H999ux/NflGBI/BA9vfhiT0ia1Oqdjr8heLQ6x1pjDAubv0xrJYkHdwQOo/OF71B87CjEoCJFTpiFq6rVQBLc+1FWSJBjr81Bbug/1FYchSWZoIwchPOEqqIPj2nxOzndCrmCctMxqNMJUVAhDQT6MBQUwFuTDmJ8PU3ERJLPDAj2CAGV0tC0RGauDSqeDKjoayqhoKKOioIyMcnnhKF/HWCFXMVbIVYwVchVjhVzFWOk6nPOR/EJJSYmceNTpdK0mHgEgMjISQ4cOxd69e1FUVIRDhw4hMzOzq6oaMByHSQNw2rYnF78/tx0DdP2xI3cHssuycd/I+7Dt7DZckXyFvHCMfR7HSWmTsOvCLmiUGnl4dXtzOh4vOY4FQ7rHEGvJYkHDyWzU/LIXtb/+AktNNZTRMYidNRsRV02AIiys5fMkCSZ9Meorj6Gh8hhM+hIIogoh0ZkI1V3RbtKRiC6dqFZDk9ITmpSeTo9LVivMlRUwlZTAVFpi+924XXcoC5aqqubX0obYEpH2n4hIKMPDoQgPhyLM9qMMD4eo1UIQxa56iUREREREXY7JR+pSR48elbeHDh3abvnMzEzs3bsXAJCVldWtk49tJRFb2rbPx/jZyY043DhMetvZbThScsQpuTh33VysmLHCqVfjb1b/pjHhWNVsHsc+0X2wv3A/CmoK5OHVEqRmczoeLznhnHBssATkEGvJbIYh7wIaTuWg/ugRNJw4DmtDAwS1GiGZwxA+6kqEZA5ttoq1JEkwG8phqLsAQ+0Z6GvOwmKqBiBAE9oTUSnTERI1BKIiMHpPEfkzQRShio6BKjoG6Ne/2XGrwQBzRQXMFeUwV1bAXFEBU0V542MVMJw/B0tNTctDMkURirAwWzIyLByK8DAoQsMgarVQhIRAoQ2BqNXK+6I2BAqtFoJazTlfiYiIiMgvMPlIXercuXPydo8ePdotn5SU1OK53YkoCiiqLcLnp76Q51psmkRsads+H6NjQrGl5GJSWBJ2Xdjl1KuxrYVj7NurD6126u14pvIMxr8zHgsyF+CVacugMAUFVMJRMpthKi2xDcUsLISxsADGwgIYcs9DMhoBAMrYWISNvALagYMRMiQTokYDSbLCYqyCqa4MZn0ZTIZymPSlMDYUQLLYVpAVFcEICuuFoLDeCI7oB4UqxJsvlYjcJGo0UCckQJ2Q0GoZyWKBpbYWlppqWGpqYK6utm1XV8NSa9+vgel0CSy1NbA2tL1io6BUyklJMSgYokYDMSgIoiao8bcGQlDjduO+YzlBo4GoUkNQqyCo1BBUKghKJROaRERERNTpmHykLmVfaAYAEtr4kGYXF3dxqGlZWZlH6uTrDMoaTPrvxFaTiC1t/2v7vzAkfkizhGJLyUV7T0YATtutLRxj3+4b07dZb8eJaRMxPf16QK+Gyeq7SUdJkiCZTZD0Bljq62FtaIC1oR6W+jpY6+phrq6CuaoSlsoqmKsqYK607cNiAUQAKhGKmHCoEuMQOvAKqJJ0UOmigCARFnMtDKZzqD93BBZzLczGKkC6+G8hiBqogmIQEjkQ6pBkqLVJUAXF8QM/UYATFAooIyKgjIhwqbxkscDa0GBro+rrYKmrg7W+vsV9yaCHVa+HuaICVr0eVn0DrAYDJIPBzUoKtiSkSgVRrYagUuNCsAYWQdG473BMqbqYsFQobAvwKBTy9sXfjY8rlRCUCgiKi78vPm4rD0GEoBABUbQNRRcVEEShcV/h8LhwcZ9tJxEREZHP44Iz1KWeeuoprF69Wt6+5ZZb2iy/bds2LFy4EAAwfvx4LF++3OXnCoQFZ1QqBX7c/G9k5+5BbHAM4kLicKz0GGIat4+XHkdMcAx0ITqcKD2BmOBo6EJ0qDPVw2I1o6CmACnhPWCRrCioLUCPsGRYJCsKawoQFRwNnTYWpfWliNXG4mT5SUQHRSFGG4Oc8hwAAi5LHIHjpcdRb6pHsDIIA3QDUGOogd6sR3JYMioNlajSV0KnjUO4JhyCJMorq7a+4qN08VfTz4ytrSRqW7LVdlyyOu3bmjAJsFov7ksAJKutrGSBZG3chu03INmeWwAgChd/i7B9+FYKgFoBQWX7gQK2HwG2Ye1tEEQNFKpQ248yFAp1OFSaGCiDYqDSxEBUhnj0wzInWyZXME66B8lqhWQ0NCYkG383JiqtBj0kkwmS0QTJZITVZPstGU1O2ypRgr62HpLRCMlsgrWxvGQy2X4sFkhmMySLxfYFTVcTBIekZNPfipaTlU1+mj526fti4/3C8fjFxy4eFx3ug4LzL/k+4fi4cPE1O+zaN4Rm1xJauL7Q5NQWrtX0HmU/p5XH7XXTatWobzA1KdKkzk3P9SWdVCefTIh3ap0u/VohoRrU1Ro641I2vvhvTp0iNDQItbV6b1eD/IA/xIoyLBxho65sNh2Xv+GCM+QXjI3DUwFA48JKoEFBQS2e64qO/Afha8xWM+IVVUgaPFh+LC7BcXuQw/ZAeVsH26Im6YiSH+uNyBa3YxFv+514cR6zi9t1GBKd4lCjekRDASAEEioRASACkQCMMKG0xdfg9P2GK7lgN/LFzd9qNnlEAgQoIcqZRgECbB8CBdg+AAqiAoJo63UjKmy9dBTqIIhKNUSFCqJo+xHs2woVRIUaSmUwFKogKJTBUCiDoFAFQ6UOhahQu/4CPESna3lRGyJHjBPqbLZe5WY5IWk1myGZLbakpbxtO241myCZ7Nvmxsetti+LrLYvjSSr1ZbUlLftx22P28s03W/zHMn+RZb9yyorIAGSZLV9qQUJkuOXW45lrVbb67RaAGtLx23nW52+DGt+3HZ9q+237YrOv6QWHm/y2MXdtq7h/Ji9bLN+By18aSi18Fir12jcLmd/BnJRy+8YiZpjrJCr/CFWFMHBSJlwJdSR3fM9OJOP1KUUDll+V74ZdnxzK7q5Gmig9HzMSh6AR7/+M8amjMXVva7G09uWYGzPsbi61zV4avtTGJcyDtf0vgZPbnsS43qOwzW9p+KprU9i4/yNuP/rP+FU+SlsunUTFm26H6fKcvD1gq9x31eLcLI8Bz0jemLljJU4WZaDYUnDsTt3F7IrTmLhZQvx0/mfsO3cNkzoOQG/7T8TainYtnCMydpiXX3ym34Psjb+mCwALAAMaPw/N4c5djL2aCNXME7IVZcWK43dxhVq26YL62c16e9HfqRprLSXwLxkPpjs7NwBZZ3179Q5l7Fdq3MuFqsLQ2ln3YN88d+cOk1MTBjKyvh+hdrnF7GiUKDKpAD8/D04ez6SX9BqtfK2wYW5qBzLqNXe71HW1UwmC67vPwMv7H0JX+b+gMXXPAXdkZ7YmPsDHrnmKcQfScVXuT/g0WueQsLhNGw6vwV/v/ppJBxKxW1f3S3Px7g+5wusnf8ptp/bjvUnv8C6+Z9h+7nt2Hp2K45X5ODGAbbkYt/Bg2C2WgCrgNl90jA741bAKsCkt8DY+IasuyUZiYiIyH2tDrkOYN3nlV4ahUYDUePeiCbqnpTaYIh1Zm9Xg/wAY8X3MflIXcox+ajXtz8ng2PyMTTU/4dRd4TGHIbtd2zHFye+wPqj6/HFLV/YkogubL/5y5uYN3ge7sj8PZTmYMzuPR+z+0i25GLv+Zjd5xZbclFeldp3F4khIiIiIiIiIv/D5CN1KZ1OJ28XFRW1W96xjOO53YnVKiE+NB6z0+djdl/HxKEr243JxXoLjOA3QURERERERETUtZh8pC7Vt29feTsvL6/d8vn5+fJ2WlqaJ6rkN0wm9kokIiIiIiIiIv/i3goeRJeob9++8hxAhw4dard8VlaWvD1w4MA2ShIRERERERERka9h8pG6VGRkJIYNGwbA1qvx5MmTrZatqKjAwYMH5fMGDx7cJXUkIiIiIiIiIqLOweQjdbnrrrtO3n711VdbLffWW2/BZDIBAGbMmAFRZLgSEREREREREfkTZnOoy918881ITEwEAHzzzTdYunQpJElyKrNmzRq88847AICgoCDceeedXV5PIiIiIiIiIiK6NFxwhrqcVqvFk08+ifvuuw9WqxWvv/46vv/+e0yePBkKhQI7d+7Evn375PL/8z//g4SEBC/WmIiIiIiIiIiIOoLJR/KKSZMm4fnnn8fjjz+O+vp6ZGdnIzs726mMUqnEww8/jLlz53qplkREREREREREdCmYfCSvueGGG3DZZZdh1apV2L59O/Ly8mA2m5GQkIArr7wSCxYsQEZGhrerSUREREREREREHcTkI3lVYmIiFi9ejMWLF3u7KkRERERERERE1Mm44AwRERERERERERF5BJOPRERERERERERE5BFMPhIREREREREREZFHMPlIREREREREREREHsHkIxEREREREREREXkEk49ERERERERERETkEUw+EhERERERERERkUcw+UhEREREREREREQeweQjEREREREREREReQSTj0REREREREREROQRTD4SERERERERERGRRzD5SERERERERERERB7B5CMRERERERERERF5hNLbFSDyFFEUvF2FThVor4c8h7FCrmCckKsYK+Qqxgq5irFCrmKskKsYK12jo//OgiRJUifXhYiIiIiIiIiIiIjDromIiIiIiIiIiMgzmHwkIiIiIiIiIiIij2DykYiIiIiIiIiIiDyCyUciIiIiIiIiIiLyCCYfiYiIiIiIiIiIyCOYfCQiIiIiIiIiIiKPYPKRiIiIiIiIiIiIPILJRyIiIiIiIiIiIvIIJh+JiIiIiIiIiIjII5TergARNZebm4tVq1Zhx44dyMvLgyAISEhIwLhx4zBv3jykp6d7u4rkYZMmTUJ+fr7L5U+cONHi41arFRs3bsRnn32GI0eOoKamBlFRUUhPT8eMGTMwY8YMKJW8FfgLg8GA6dOn48KFC3jvvfcwatSods+pra3F6tWr8d133yEnJwdGoxE6nQ5Dhw7FnDlzMHr0aJeff+vWrVi7di2ysrJQWVmJ8PBwpKam4vrrr8dNN92E4ODgS3l51IncjZVHHnkEn376qcvXb++av/76Kz788EPs27cPJSUlCAkJQY8ePTBt2jTcfPPNiIqKcvm5qHPt27cP69evx759+1BUVASj0YjIyEgMGDAA11xzDWbOnAm1Wt3udYxGI9atW4dNmzbhxIkTqK+vR2xsLPr3749Zs2Zh6tSpLteJ8eJ7OiNOli1bhv/85z8uP+czzzyDWbNmtXr8xIkTeP/997F7924UFhZCrVYjMTERkydPxrx585CYmOjyc1Hn2rZtGz755BNkZWWhrKwMWq0WSUlJmDhxImbNmoWUlJR2r8E2pXu41Fhhu+K/BEmSJG9Xgogu+vzzz/HEE0+goaGhxeMqlQqLFy/Gbbfd1sU1o65SVVWFK664wq1zWko+VldXY9GiRdizZ0+r52VmZmLZsmW8sfqJJ554AmvWrAHQfvIHAI4fP4577723zUT2zJkzsWTJkjY/RBqNRixevBibNm1qtUxaWhqWLVuGfv36tfMqqCu4GyszZsxo9UuMlrR2TUmS8Mwzz+Ddd99t9VydTocXX3zRpeQ5dZ66ujo8/vjj2LhxY5vlevTogVdffRUDBw5stUx+fj7++Mc/Ijs7u9Uy48ePx4svvojw8PBWyzBefE9nxsm9996LH374weXnbitJsGLFCrz88sswm80tHg8NDcU///lPXHfddS4/H1262tpa/O1vf8OWLVtaLaPRaPDnP/8Zf/jDH1otwzYl8HVWrLBd8V9MPhL5kK1bt+Lee++F1WoFAAwdOhRjxowBAOzatQv79++Xyz777LOYOXOmV+pJnrVz507ccccdAIBx48bJMdCWO++802nfbDZjwYIF2LdvHwAgLCwM06ZNQ48ePZCXl4evv/4aNTU1AICMjAx89NFHCAkJ6dwXQp3qP//5D5YtWybvt5dQKigowMyZM1FRUQEASE5OxpQpUxAeHo5jx45hy5Yt8putWbNm4Zlnnmn1Wn/5y1/w1VdfAbC9MZwyZQrS09NRVlaGb775BiUlJQCAuLg4rFu3DvHx8Zf8eqnj3I0Vo9GIESNGwGQyITU1FXPnzm33OaZPn97ilxbPP/88VqxYAQBQKBSYNGkSBg4ciJqaGmzevBkXLlwAAISEhOCjjz5CRkaGuy+POsBsNuPuu+/Gzz//DAAQBAFjx45FZmYm1Go1zpw5g++++w51dXUAbPeMNWvWtDjSora2FjfddBPOnj0LAIiNjcW0adMQGxuL06dPY/PmzdDr9QCAMWPGYPny5a32sGe8+JbOjBMAmDhxIgoKChAZGYmFCxe2+/zjx49H3759mz2+evVqPPXUU/L+2LFjMWLECBgMBmzdulVOWCmVSqxYscKtHv3UcRaLBbfffjv27t0LABBFERMmTEC/fv1gMBiwf/9+HDhwQC7/6KOP4ve//32z67BNCXydFSsA2xW/JhGRT6itrZXGjh0rZWRkSBkZGdI777zTrMyaNWukfv36SRkZGdKwYcOksrKyrq8oedzbb78tx8HGjRs7dI0VK1bI17j++uulwsJCp+PFxcXSrFmz5DLPPfdcZ1SdPMBoNEr/+Mc/5L+V/WfXrl1tnrdw4UK57F/+8hdJr9c7HT9w4IB0xRVXyGW2bt3a4nU2bdoklxk7dqyUk5PjdLympka666675DIPPvjgpb1g6rCOxsrhw4flsk888USHnz8rK8vpHrV3716n4waDQfr73/8uP9fNN9/c4eci97z//vvyv/uYMWOkAwcONCtTVlYm3XrrrXK5OXPmtHitp59+Wi7zu9/9TqqqqnI6fvr0aenqq6+Wy3zwwQctXofx4ns6M04qKirkMnfeeWeH65Sfny9lZmZKGRkZ0sCBA6VNmzY5HbdardLSpUvl55o4caJkMBg6/HzkunfffVf+dx81apR08ODBZmU2bNggDRw4UMrIyJAGDRok5efnNyvDNiXwdVassF3xb1xwhshHfPzxx3Lvoeuvv17u+eZozpw5cjf0+vp6+Zs9CixHjx6VtwcNGuT2+UajEcuXLwdg+2Zx6dKlzXqi6XQ6vPnmm3Jvxw8++ADl5eWXUGvyhLy8PCxYsACrVq1y67wjR45g69atAICkpCQ8++yz0Gg0TmWGDh2K5557Tt5/9dVXW7zWa6+9Jm8/88wzzXq4hIaGYtmyZUhOTgYAfP311zh58qRb9aVL19FYAZzbnMGDB3e4Dq+99hqkxgE1jzzyCC6//HKn42q1Gv/4xz8wfPhwAEBWVha2bdvW4ecj17399tvy9gsvvIChQ4c2KxMdHY3XX38dOp0OAHDgwAGnERcAUFpaio8//hgAoNVq8corrzQbAtmrVy+89tprEEXbx4zXX3+9xSFtjBff01lxAgDHjh2TtzvyXsZu5cqVcq+3P/zhD7j22mudjguCgAcffFAeFpmfn4+1a9d2+PnIdf/973/l7WeffRZDhgxpVubGG2/ELbfcAgAwmUxYv36903G2Kd1DZ8QKwHbF3zH5SOQjNmzYIG/ffffdrZZbuHChPDfbl19+Kd9kKXDYb6yhoaHo2bOn2+dv27ZNHmo7adIk9OnTp8VysbGx8vDKhoYGbN68uYM1ps5WW1uLl156Cdddd538oS42NtblxJBje3L77be3Op/jhAkT5GseOnQIZ86ccTp+9OhReR7A/v3746qrrmrxOsHBwfLQf0mS8MUXX7hUT7p0lxorgPOb+bbmb2tLeXk5tm/fDsCWnLjppptaLKdQKHDPPffI+59//nmHno9cd+LECXmoYf/+/dscOhYWFoYbb7xR3t+1a5fT8S+//BImkwkAMHv2bERHR7d4nYyMDEyZMgUAUFxc3Ow6jBff05lxAlz6F6mAbaim/X6iUChaHYYJAIsWLZK3eQ/yvFOnTiEvLw8AkJiYiIkTJ7Zadty4cfJ20zkd2aYEvs6KFYDtir9j8pHIB5SUlMgf8HU6HQYMGNBq2cjISPmb6KKiIhw6dKhL6khdw2AwyAmggQMHQhAEt6/x008/ydvjx49vs+yECRPk7e+++87t5yLPWLduHd58800YDAYAwKhRo7B27doW56xpyY4dO+TtS4kBd2LJ8ThjqetcaqwAF5OPKpXKrfMc7dq1CxaLBQAwevRoqFSqVsuOHj1aTohv2bJFPo88w3EhIVeS0o4rjdpHZNh11v2F8eJ7OjNOgM75UuPw4cOorKwEAAwZMqTVxBQA9O3bF0lJSQBsvTFbqhN1nvT0dPz6669Ys2YNXnjhhTbL2u9PAJr9t842JfB1VqwAbFf8XcsztRJRl3L8FqelIS5NZWZmyhP2ZmVlITMz02N1o6514sQJeSiJ/Ru94uJi7Nu3DyUlJdBqtejVqxeGDRsmDz9pyjGehg0b1ubzOcbOwYMHL7X61Ml0Oh0efPBBzJ492+VEdENDg5zADg8PR+/evdss79jmNI0Bd9qmlJQUREdHo7y8HKdPn0ZtbS1CQ0NdqjNduo7ECmDrqXr8+HEAtp4larUadXV12LdvH3JzcyGKIpKSkjBy5EgEBwe3ep0jR47I2+3FikajQb9+/XDo0CHU1dUhJyeHq6R70PTp0zFy5EgUFRW5tLBYcXGxvK3Vap2OudMmtNW2MF58T2fGCXAxSRAZGYkePXrIi0qcPXsWFosFCQkJGDlyZJsrF7sTJ4DtPU1+fj4kScKhQ4cwefLkds+hjgsNDW33fSYAbNq0Sd5u+pmFbUr30BmxArBA5QvyAAAe50lEQVRd8XdMPhL5gHPnzsnbPXr0aLe8/RuYpueS/7MnAQDb6mr33HMPtm3bJq+AbqfT6bBo0SLMmzevWaLBnXjSarWIjIxEZWUlKisrUVVVhYiIiE54JXQpEhIS8Pe//x1z5sxp8UNdW86dOydPx+BKe+K4YnHT9sTdtikxMRHl5eWQJAnnz5/v8LfS5LpLiRXA9jeur6+Xr7VkyRJs2LBBfsxOo9Hg1ltvxaJFi1pMKnfkPmbvuX/+/Hl+8PMgpVKJxMTEFlcnb4njFByO03bU1tairKwMABAREdHmhzugc9sWxovndVacAIBer5e/BEtLS8PLL7+M1atXo6qqqtlzzpgxA3/9618RGxvb7Dku5f3x+fPnXXod5DnV1dV4/fXX5YRSXFwcZs+eLR9nm0J27cUKwHYlEDD5SOQDHLtwJyQktFs+Li5O3rbftCkwOH4DbF80piUlJSV46qmnsGfPHjz33HPy0ASj0SjfhENCQlzqeRYXFycPPygtLWXy0Qc0nfjaHY7tSdOFhlrSVnvSkbbJ/o1yaWlpu+Xp0l1KrADObc7333/fajmDwYC3334bP/30E1asWNEsti7lPsZY8R1fffWVPPxWpVI5DYN07OnmStsSEhKCkJAQ1NXVoba2FgaDQV74ivHi39qKE8A2V5t9KOuBAwdw4MCBFq9jNpvxySefYOfOnVi+fHmzaR8YJ/5n586d2LlzJ86dO4ft27fLX2TpdDqsXLnSqVct25TuzZ1YAdiuBAImH4l8QE1NjbwdFBTUbnnHVWtra2s9UifyDse5TADbyufz589H//79AdhuvB988AG+/PJLALYPANHR0Xj88ccBOMdSW0MkHTnGXF1d3SXVn7zP3Rhw/Ps3bU8681rkm5q2OZmZmbj77rsxYsQIhIeH4/z58/jyyy/xzjvvQK/XIzs7G/fddx8+/PBDp3sR72P+Lzc3F08//bS8P3/+fKe5sBz/Tu7cX+z3ldraWvnvznjxX+3FCeD8pQYA9O7dGwsXLsSYMWMQFRWFwsJCfPvtt3jrrbdQVVWFgoIC/PGPf8T69esRFRUln8c48T/r1q2T36PaJScnY/ny5UhPT3d6nG1K9+ZOrABsVwIBF5wh8gFGo1HedmzgWuPYUDqeS/7NarU6rez2j3/8Ay+99BIuv/xyhIaGIjQ0FCNGjMCLL76Ixx57TC73/vvvy3PfuBtLAOMp0LgbA45lmv79HfdbWzHbEWPJ/zgmH2fOnInVq1dj6tSpiI2NhVqtRp8+ffDnP/8Z7733nvzh8PDhw1i1apXTdXgf829lZWVYuHCh3As+JSUF999/v1OZzry/MF78kytxAji3K+PGjcP69esxc+ZMxMfHQ61Wo2fPnrjrrruwdu1aeVhkXl4eli1b5nQdxon/yc/Pb/ZYXl4efvvb3+KFF15wWtyFbUr35k6sAGxXAgGTj0Q+QKFQyNuuLBRgn88NQKuLjpD/EUURmzdvxkcffYSVK1dizpw5rZZdsGABJk6cKO+/++678jXc5RhPHVldm3yLu+2Jo6bxY7+WIAhsmwLU0qVLsWHDBvzf//0flixZAqWy5UExQ4cOxZ/+9Cd5397m2PE+5r9KSkpwxx134PTp0wBscwEvW7as2fxrl3p/cTyf8eJ/XI0TAHjkkUfw+eef47XXXsNLL73U6ny0qamp8sgNwNYTynEEBuPE/zz22GPYu3cvDh48iE8//RRz584FAJhMJixfvtyp1yzblO7NnVgB2K4EAv7rEfkAx8bTYDC0W96xjCu9kch/xMbGYvjw4Rg3bly7ZW+55RZ5++effwYAp/lRXP12jvEUWDqzPbFfS5Ikl+KJseR/QkNDMXDgQEyZMqXdv9ncuXPlN+3FxcXIycmRj/E+5p9yc3Mxf/58ude9RqPBq6++2uJiUY5/447cX+xzEze9FuPF97kTJ4Dt79uvXz9cffXV7c4jPXXqVMTExACwxdUvv/zidB07xol/GDRoEMLDw6HRaDBgwAAsWbIES5YskY+vWbMGv/76KwC2Kd2dO7ECsF0JBEw+EvkAx0ZQr9e3W96xEXRlQREKTEOGDJG3y8vLUVdX5xRLDQ0NLl3HMebCwsI6r4LkFe7GgOPfv2l7cinXYiwFntDQUKSlpcn7ubm58val3McYK96xf/9+zJkzR169Mzg4GK+//nqrX345frnVkfuLY/vCePEf7saJu0RRxKBBg+R9tiuBZ+7cuU7xsmHDBgBsU6i51mLFXWxXfBOTj0Q+QKfTydtFRUXtlncs43gudS9NhzrV1tZCFEX5m77a2lp55bi2OK42aJ8jhfyX46p8jn/b1rTVnjjuu3ItxlLgc2x3HCdedzdWHOOOsdL1vvrqK9x+++0oLy8HAERERODtt9/G2LFjWz0nNjZWHqLmyt+4rq5OHuoWGRnp1GOE8eIfOhInHcF2JfBdd9118rZ94RC2KdSSlmKlI9iu+B4mH4l8QN++feXtvLy8dss7TtDr2AuFAoPFYnFpGEDTlantN9k+ffrIj7UXT3V1dfLE8Tqdjj1pA0Bqaqo8FMmV9qSgoEDebtqeuBNLwMW2SRRFpKamulJd8gGSJLn0RQXg3O44vrHvaKwAvI91tZUrV+Khhx6S7zNJSUn48MMPMWLEiDbPCw4ORnJyMgCgoqKi3Zhp62/MePF9HY0TR03fp7hSzrFnkeP74wsXLrR7HcZJ17NYLC4NmU5ISJC37X9vtindy6XEiiO2K/6LyUciH9C3b1/5m79Dhw61Wz4rK0vebm2+HfI/7777Lq688koMGjQIzzzzTLvlHVfGTkpKkleizcjIkB+3r4LdGsfjjKXAoFQq0bt3bwC2N/OOQ01acuDAAXm7aQz069dP3m4vls6fP4+KigoAQO/evZ1WByTflJWVhXHjxmHw4MGYPXt2u+WNRiPOnj0r79vjDHAvVvR6PU6cOAHANuyOiequs2zZMjz33HPyBPoDBgzARx995PTBvS3u3F86q21hvHS9S4mTwsJCTJgwAYMHD8a4ceNgtVrbPcfx/Ux6erq87Rhvrrw/tseSIAh8T+Nha9euxZQpU5CZmYm333673fJVVVXydmRkpLzNNiXwdUassF0JDEw+EvmAyMhIDBs2DIDt25WTJ0+2WraiokJuBCMjIzF48OAuqSN5nk6nQ0VFBSRJwo8//ui0ulpLNm7cKG+PHj1a3nZcBXvbtm1tXsPxeGcPoyLvcYyB7du3t1nW8XjTObwmTJggbzOWAk9ycjJKSkpgNptx+vTpdnsAfPfdd3KvhZSUFKSkpMjHRo8eLQ+B27FjB0wmU6vX+fnnn+Xjo0ePdlp5kjzn7bffxn/+8x95f/To0Xj//fcRHx/v8jXcub84ti1N2wTGi++61DiJi4tDdXU1TCYT6uvrnRZ6aMnBgwflnmparVZ+PwzYkp72583KypJHarTkxIkTck/+/v37y1PQkGcEBwfj/PnzMJvN+O6779ot/9NPP8nbjnPxsU0JfJ0RK2xXAgOTj0Q+wnF+i1dffbXVcm+99ZZ8w5wxYwZEkf8ZB4rx48fLvcUuXLiAL774otWyx44dw/r16+X9+fPny9tXXnkloqOjAQCbN2/G8ePHW7xGcXEx1qxZA8C2YuANN9xwya+BfMP06dPl7ZUrV7Y6lGnLli04cuQIANubqv79+zsd79WrFwYMGAAAOHz4MLZu3driderr6/HOO+/I+zNnzryU6lMXiY2NxfDhwwHYhl6/8cYbrZatra3Fyy+/LO87tjmAbeL/8ePHAwBKSkrw8ccft3gdi8Xi9DyMla7xyy+/4IUXXpD3J0+ejLfeesvtqTamTJkiT+uwZs2aVufLOn78uPwhMzo6Wo4NO8aLb+qMOBFFEZMnT5b333jjjVa/TDWbzfjf//1feX/WrFlOveYFQcC1114LwNbz+s0332z1eR0TpjfeeKPL9aWOmTBhAjQaDQBb77EdO3a0WvbYsWNO72kd32+yTQl8nRErbFcCA7MWRD7i5ptvRmJiIgDgm2++wdKlS5s1qmvWrJE/4AcFBeHOO+/s8nqS54SGhuJ3v/udvP/kk0+2eIPev38/7rrrLjkJPWvWLKcesEqlEvfeey8AwGq1YtGiRThz5ozTNUpKSnDPPffISal58+bx27wA0r9/f0yZMgWAbe6jBx54wGmybcD2be+jjz4q7y9atKjFa/3pT3+Stx955BGnaR8AW1LqwQcflL9hnjRpkpywJN9nbysA29Cot956q9m9p6ioCHfddZe82m16erpTW2W3aNEiuQfJs88+ix9++MHpuNFoxGOPPSbHUP/+/Z0+TJBnGI1GLF68GBaLBYDt333p0qVOizW4Kjo6GrfeeisA23xa99xzT7NkwZkzZ7Bo0SJ5WNzChQtbfC7Gi2/pzDhZuHCh/LfdsWMH/vnPf8JsNjuVqa6uxgMPPID9+/cDsMVWS/ehO++8U16d9p133sFHH33kdFySJCxduhTffPMNANsokjlz5rhdZ3JPWFgYFixYIO8vXrxY/jLT0YEDB3D33XfL71mnTp3qNG8o25TA11mxwnbF/wlSe+P6iKjLbNmyBffdd598c83IyMDkyZOhUCiwc+dO7Nu3Ty67ZMkSzJ0711tVJQ9paGjAbbfd5jRfzZgxY3DZZZdBkiQcOHAAO3bskJMDw4cPx8qVKxESEuJ0HYvFgltvvVW++QYFBWHatGno1asXCgoKsGnTJlRXVwOw9W5bt24dF5vxA48++ig2bNgAAHjvvfcwatSoVsvm5+dj1qxZ8jyMOp0O1157LaKjo3H8/7d358E1Xn8cxz9ZJIgQxhq7iCbWIYwthunPLpYbpeggNR0zrVYZYx2qLSodtVVaoh1tLYl9qdQepoLQRiytaaggYg8pkUhckfv7I+OZXMm9uVFpLO/XX+fcZ7knmWeu65NzzjchQdHR0caXtqCgIM2fP9/mvcaNG6edO3dKyg2333zzTfn7+ys1NVW7du1SSkqKpNwveVu2bLHaLBwloyjPyqxZs7R69Wqj36hRI3Xu3FkeHh5KTExUdHS08YeKSpUqafXq1Vb7J+U1b948ff/995JyZxd07NhRLVu2VEZGhvbu3WvsQVq6dGmtW7cu32xbPH9r167VzJkzjf6QIUNUp04dh6719fXNN8MoPT1dwcHBSkpKkpRbeKhXr16qUaOGLl68qN27dysrK0uS1KZNG/34449ydXUt8P48Ly+O5/2crFixQl9++aXRr1Wrlrp27aqKFSsqOTlZ+/btM5Y7lilTRt99953atGlT4P0jIiL02WefGf2WLVuqQ4cOevz4sQ4cOGDs3+fs7Kzw8PB8Y0HxyMrK0siRI429GF1cXNS5c2c1a9ZM2dnZOnXqlNV31kaNGikiIsKq+IfEZ8rr4Hk9K3yuvNwIH4EXTFR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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x0=[N0-1,1]  #Initial condition\n",
    "tex=np.linspace(0,365,365) #Only need a short time span for this example\n",
    "\n",
    "xx1=odeint(disease,x0,tex,args=(beta1,)) # Run the ODEs\n",
    "\n",
    "\n",
    "fig1=plt.figure(figsize=(20,10))\n",
    "plt.plot(tex,(xx1[:,0]),'b',label='Susceptible')\n",
    "plt.plot(tex,(xx1[:,1]),'r',label='Infected')\n",
    "plt.plot(tex,(N0-xx1[:,0]-xx1[:,1]),'y',label='Recovered')\n",
    "plt.xlabel('Days')\n",
    "plt.ylabel('No. individuals')\n",
    "inf = np.r_[yr[0], np.diff(yr)]\n",
    "sns.scatterplot(xr, yr, s=50, color='green', label='Data')\n",
    "plt.legend(fontsize='30')\n",
    "plt.title('SIR model');\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
